library(readr)
## Warning: package 'readr' was built under R version 4.2.2
diabetes <- read_csv("C:/Users/Shruti Sontakke/Downloads/archive (4)/diabetes.csv")
## Rows: 768 Columns: 9
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): Outcome
## dbl (8): Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, BMI, D...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
attach(diabetes)
str(diabetes)
## spc_tbl_ [768 × 9] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ Outcome : chr [1:768] "D" "ND" "D" "ND" ...
## $ Pregnancies : num [1:768] 6 1 8 1 0 5 3 10 2 8 ...
## $ Glucose : num [1:768] 148 85 183 89 137 116 78 115 197 125 ...
## $ BloodPressure : num [1:768] 72 66 64 66 40 74 50 0 70 96 ...
## $ SkinThickness : num [1:768] 35 29 0 23 35 0 32 0 45 0 ...
## $ Insulin : num [1:768] 0 0 0 94 168 0 88 0 543 0 ...
## $ BMI : num [1:768] 33.6 26.6 23.3 28.1 43.1 25.6 31 35.3 30.5 0 ...
## $ DiabetesPedigreeFunction: num [1:768] 0.627 0.351 0.672 0.167 2.288 ...
## $ Age : num [1:768] 50 31 32 21 33 30 26 29 53 54 ...
## - attr(*, "spec")=
## .. cols(
## .. Outcome = col_character(),
## .. Pregnancies = col_double(),
## .. Glucose = col_double(),
## .. BloodPressure = col_double(),
## .. SkinThickness = col_double(),
## .. Insulin = col_double(),
## .. BMI = col_double(),
## .. DiabetesPedigreeFunction = col_double(),
## .. Age = col_double()
## .. )
## - attr(*, "problems")=<externalptr>
#Get the Correlations between the measurements
cor(diabetes[-1])
## Pregnancies Glucose BloodPressure SkinThickness
## Pregnancies 1.00000000 0.12945867 0.14128198 -0.08167177
## Glucose 0.12945867 1.00000000 0.15258959 0.05732789
## BloodPressure 0.14128198 0.15258959 1.00000000 0.20737054
## SkinThickness -0.08167177 0.05732789 0.20737054 1.00000000
## Insulin -0.07353461 0.33135711 0.08893338 0.43678257
## BMI 0.01768309 0.22107107 0.28180529 0.39257320
## DiabetesPedigreeFunction -0.03352267 0.13733730 0.04126495 0.18392757
## Age 0.54434123 0.26351432 0.23952795 -0.11397026
## Insulin BMI DiabetesPedigreeFunction
## Pregnancies -0.07353461 0.01768309 -0.03352267
## Glucose 0.33135711 0.22107107 0.13733730
## BloodPressure 0.08893338 0.28180529 0.04126495
## SkinThickness 0.43678257 0.39257320 0.18392757
## Insulin 1.00000000 0.19785906 0.18507093
## BMI 0.19785906 1.00000000 0.14064695
## DiabetesPedigreeFunction 0.18507093 0.14064695 1.00000000
## Age -0.04216295 0.03624187 0.03356131
## Age
## Pregnancies 0.54434123
## Glucose 0.26351432
## BloodPressure 0.23952795
## SkinThickness -0.11397026
## Insulin -0.04216295
## BMI 0.03624187
## DiabetesPedigreeFunction 0.03356131
## Age 1.00000000
# Using prcomp to compute the principal components (eigenvalues and eigenvectors). With scale=TRUE, variable means are set to zero, and variances set to one
diabetes_pca <- prcomp(diabetes[,-1],scale=TRUE)
diabetes_pca
## Standard deviations (1, .., p=8):
## [1] 1.4471973 1.3157546 1.0147068 0.9356971 0.8731234 0.8262133 0.6479322
## [8] 0.6359733
##
## Rotation (n x k) = (8 x 8):
## PC1 PC2 PC3 PC4
## Pregnancies -0.1284321 0.5937858 -0.01308692 0.08069115
## Glucose -0.3930826 0.1740291 0.46792282 -0.40432871
## BloodPressure -0.3600026 0.1838921 -0.53549442 0.05598649
## SkinThickness -0.4398243 -0.3319653 -0.23767380 0.03797608
## Insulin -0.4350262 -0.2507811 0.33670893 -0.34994376
## BMI -0.4519413 -0.1009598 -0.36186463 0.05364595
## DiabetesPedigreeFunction -0.2706114 -0.1220690 0.43318905 0.83368010
## Age -0.1980271 0.6205885 0.07524755 0.07120060
## PC5 PC6 PC7 PC8
## Pregnancies -0.4756057 0.193598168 0.58879003 0.117840984
## Glucose 0.4663280 0.094161756 0.06015291 0.450355256
## BloodPressure 0.3279531 -0.634115895 0.19211793 -0.011295538
## SkinThickness -0.4878621 0.009589438 -0.28221253 0.566283799
## Insulin -0.3469348 -0.270650609 0.13200992 -0.548621381
## BMI 0.2532038 0.685372179 0.03536644 -0.341517637
## DiabetesPedigreeFunction 0.1198105 -0.085784088 0.08609107 -0.008258731
## Age -0.1092900 -0.033357170 -0.71208542 -0.211661979
summary(diabetes_pca)
## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 1.4472 1.3158 1.0147 0.9357 0.87312 0.82621 0.64793
## Proportion of Variance 0.2618 0.2164 0.1287 0.1094 0.09529 0.08533 0.05248
## Cumulative Proportion 0.2618 0.4782 0.6069 0.7163 0.81164 0.89697 0.94944
## PC8
## Standard deviation 0.63597
## Proportion of Variance 0.05056
## Cumulative Proportion 1.00000
# sample scores stored in sparrows_pca$x
# singular values (square roots of eigenvalues) stored in sparrow_pca$sdev
# loadings (eigenvectors) are stored in sparrows_pca$rotation
# variable means stored in sparrows_pca$center
# variable standard deviations stored in sparrows_pca$scale
# A table containing eigenvalues and %'s accounted, follows
# Eigenvalues are sdev^2
(eigen_diabetes <- diabetes_pca$sdev^2)
## [1] 2.0943799 1.7312101 1.0296299 0.8755290 0.7623444 0.6826284 0.4198162
## [8] 0.4044620
names(eigen_diabetes) <- paste("PC",1:8,sep="")
eigen_diabetes
## PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
## 2.0943799 1.7312101 1.0296299 0.8755290 0.7623444 0.6826284 0.4198162 0.4044620
sumlambdas <- sum(eigen_diabetes)
sumlambdas
## [1] 8
propvar <- eigen_diabetes/sumlambdas
propvar
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## 0.26179749 0.21640127 0.12870373 0.10944113 0.09529305 0.08532855 0.05247702
## PC8
## 0.05055776
cumvar_diabetes <- cumsum(propvar)
cumvar_diabetes
## PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
## 0.2617975 0.4781988 0.6069025 0.7163436 0.8116367 0.8969652 0.9494422 1.0000000
matlambdas <- rbind(eigen_diabetes,propvar,cumvar_diabetes)
rownames(matlambdas) <- c("Eigenvalues","Prop. variance","Cum. prop. variance")
round(matlambdas,4)
## PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
## Eigenvalues 2.0944 1.7312 1.0296 0.8755 0.7623 0.6826 0.4198 0.4045
## Prop. variance 0.2618 0.2164 0.1287 0.1094 0.0953 0.0853 0.0525 0.0506
## Cum. prop. variance 0.2618 0.4782 0.6069 0.7163 0.8116 0.8970 0.9494 1.0000
summary(diabetes_pca)
## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 1.4472 1.3158 1.0147 0.9357 0.87312 0.82621 0.64793
## Proportion of Variance 0.2618 0.2164 0.1287 0.1094 0.09529 0.08533 0.05248
## Cumulative Proportion 0.2618 0.4782 0.6069 0.7163 0.81164 0.89697 0.94944
## PC8
## Standard deviation 0.63597
## Proportion of Variance 0.05056
## Cumulative Proportion 1.00000
diabetes_pca$rotation
## PC1 PC2 PC3 PC4
## Pregnancies -0.1284321 0.5937858 -0.01308692 0.08069115
## Glucose -0.3930826 0.1740291 0.46792282 -0.40432871
## BloodPressure -0.3600026 0.1838921 -0.53549442 0.05598649
## SkinThickness -0.4398243 -0.3319653 -0.23767380 0.03797608
## Insulin -0.4350262 -0.2507811 0.33670893 -0.34994376
## BMI -0.4519413 -0.1009598 -0.36186463 0.05364595
## DiabetesPedigreeFunction -0.2706114 -0.1220690 0.43318905 0.83368010
## Age -0.1980271 0.6205885 0.07524755 0.07120060
## PC5 PC6 PC7 PC8
## Pregnancies -0.4756057 0.193598168 0.58879003 0.117840984
## Glucose 0.4663280 0.094161756 0.06015291 0.450355256
## BloodPressure 0.3279531 -0.634115895 0.19211793 -0.011295538
## SkinThickness -0.4878621 0.009589438 -0.28221253 0.566283799
## Insulin -0.3469348 -0.270650609 0.13200992 -0.548621381
## BMI 0.2532038 0.685372179 0.03536644 -0.341517637
## DiabetesPedigreeFunction 0.1198105 -0.085784088 0.08609107 -0.008258731
## Age -0.1092900 -0.033357170 -0.71208542 -0.211661979
print(diabetes_pca)
## Standard deviations (1, .., p=8):
## [1] 1.4471973 1.3157546 1.0147068 0.9356971 0.8731234 0.8262133 0.6479322
## [8] 0.6359733
##
## Rotation (n x k) = (8 x 8):
## PC1 PC2 PC3 PC4
## Pregnancies -0.1284321 0.5937858 -0.01308692 0.08069115
## Glucose -0.3930826 0.1740291 0.46792282 -0.40432871
## BloodPressure -0.3600026 0.1838921 -0.53549442 0.05598649
## SkinThickness -0.4398243 -0.3319653 -0.23767380 0.03797608
## Insulin -0.4350262 -0.2507811 0.33670893 -0.34994376
## BMI -0.4519413 -0.1009598 -0.36186463 0.05364595
## DiabetesPedigreeFunction -0.2706114 -0.1220690 0.43318905 0.83368010
## Age -0.1980271 0.6205885 0.07524755 0.07120060
## PC5 PC6 PC7 PC8
## Pregnancies -0.4756057 0.193598168 0.58879003 0.117840984
## Glucose 0.4663280 0.094161756 0.06015291 0.450355256
## BloodPressure 0.3279531 -0.634115895 0.19211793 -0.011295538
## SkinThickness -0.4878621 0.009589438 -0.28221253 0.566283799
## Insulin -0.3469348 -0.270650609 0.13200992 -0.548621381
## BMI 0.2532038 0.685372179 0.03536644 -0.341517637
## DiabetesPedigreeFunction 0.1198105 -0.085784088 0.08609107 -0.008258731
## Age -0.1092900 -0.033357170 -0.71208542 -0.211661979
## Sample scores stored in sparrow_pca$x
diabetes_pca$x
## PC1 PC2 PC3 PC4 PC5
## [1,] -1.067806862 1.234090757 0.095867368 4.966665e-01 -0.1099132790
## [2,] 1.120952811 -0.733373746 -0.712473852 2.848706e-01 -0.3892535190
## [3,] 0.396218504 1.594836615 1.759531796 -7.034879e-02 0.9058835066
## [4,] 1.115054156 -1.270413093 -0.663296973 -5.787458e-01 -0.3558278959
## [5,] -2.357797682 -2.183396333 2.961176841 4.030472e+00 0.5922982735
## [6,] 1.434816261 0.835032943 -0.220188660 -4.475530e-01 0.4436833028
## [7,] 0.929569845 -1.107218102 -0.536228863 -1.445658e-01 -1.2508762973
## [8,] 2.148406325 0.855344470 1.253824488 -6.378529e-01 -1.2338619618
## [9,] -3.295777171 -0.241996927 1.869642773 -3.032619e+00 -1.1020611752
## [10,] 1.838652045 3.204572290 0.660301809 -3.767756e-01 -0.5097192236
## [11,] 0.532206965 0.647185445 -1.365946780 -2.870690e-01 1.1840699108
## [12,] -0.447648966 1.927673986 0.417177197 -3.139047e-02 0.9789396898
## [13,] -0.703519595 2.847065556 1.656130591 2.692405e+00 0.4207182669
## [14,] -3.784640161 -0.524980983 3.616694044 -3.319283e+00 -1.4681925451
## [15,] -1.007494805 1.275379750 1.424970355 -4.720614e-01 -0.0179935763
## [16,] 2.414600089 0.342270472 1.766003072 3.427586e-01 -1.1007290421
## [17,] -2.209870937 -1.753589136 -0.939557406 -1.260106e-01 -0.0157632755
## [18,] 1.179817980 1.120506726 -0.467570771 -1.192156e-01 0.1684562364
## [19,] 0.154019940 -1.391740693 -0.318005055 -5.744737e-01 -0.8047995321
## [20,] -0.333030410 -0.877046036 -0.246559627 1.362972e-01 0.1084890755
## [21,] -2.035423962 -1.213617776 -0.368010376 1.432944e-01 -0.2025569494
## [22,] 0.292214484 2.227179832 -0.834633612 5.264897e-01 0.1382160610
## [23,] -1.125944080 2.081456071 0.245693105 -5.728048e-01 2.0435188731
## [24,] -0.059816990 0.765744394 -0.960672312 -1.159440e-01 -0.9049779357
## [25,] -1.986235966 2.172673898 -0.767974598 -6.168958e-01 -0.9420038087
## [26,] -0.446739972 1.444374350 -0.225433603 -6.264237e-01 -1.2640520804
## [27,] -0.115431584 1.863873590 -0.306591210 -4.723917e-01 0.9900508460
## [28,] 1.066311830 -1.162867506 0.357049964 -6.075180e-02 -0.1839095928
## [29,] -0.610206498 3.296004903 0.376474491 -6.373178e-01 -1.3833910655
## [30,] 0.354706149 1.274696465 -0.864670362 4.033645e-02 1.0110643778
## [31,] -0.597672485 1.588193453 -0.571995163 8.262329e-01 -0.2566604700
## [32,] -1.801059862 -0.973944510 1.088018517 -1.482012e-02 -0.0197674938
## [33,] 1.772412677 -0.604472895 -0.113848222 -2.132337e-01 -0.3799579053
## [34,] 1.728014295 1.023870122 -0.841476865 -1.516382e-01 0.0882989840
## [35,] -0.379868758 1.793043724 -0.313540252 5.686280e-01 -1.0175377867
## [36,] -0.325085475 -0.752537890 1.142872973 1.080096e+00 -1.2318541889
## [37,] 0.199737520 2.116944330 -0.007353667 5.672587e-02 0.2283670467
## [38,] -0.669707496 1.292634455 -0.673243978 1.233193e+00 -1.1692337748
## [39,] -0.095994098 -1.197090540 -1.251479711 7.194905e-01 -0.3564861069
## [40,] -2.573770162 -0.029216804 0.863457833 2.296661e+00 -1.0248751718
## [41,] -0.514649628 -0.281067211 0.513311815 -1.277694e+00 0.8469551206
## [42,] -0.395481909 1.375073091 -0.233956468 8.015108e-01 1.1616013764
## [43,] 0.485829044 1.903943946 -0.847747850 -3.486334e-03 -0.4780882592
## [44,] -3.594902619 1.980957249 -0.158479004 -2.636791e-02 0.4356412096
## [45,] 0.668395536 1.796905836 0.780971651 -6.655706e-01 0.6176258662
## [46,] -2.325769110 -1.682533513 1.803596970 3.031749e+00 1.9395979590
## [47,] 1.038568883 -0.116574378 1.012403214 -3.957443e-02 1.4130768405
## [48,] 1.115065590 -1.133172378 -0.816711245 1.039009e+00 -0.3920769394
## [49,] -0.122567195 0.202000837 -1.099915201 2.755047e-01 -0.6664367758
## [50,] 4.353716521 0.397434611 2.930891052 -4.234297e-01 -1.9816499829
## [51,] 1.275941525 -0.740560677 0.127317492 5.467222e-02 0.3171530173
## [52,] 1.550773073 -0.882885457 0.585072380 2.873372e-01 -0.0745320907
## [53,] 1.215658193 0.082981417 -0.414902305 2.101654e-01 -0.7992794354
## [54,] -2.937703952 1.757758478 0.728717553 -1.024282e+00 -0.6803789333
## [55,] -2.505575096 0.004527801 1.199478847 -3.558466e-01 -1.4246199149
## [56,] 2.548801700 -0.998964712 -0.195777351 9.074305e-04 -0.3142285201
## [57,] -2.547666030 0.449805646 0.868579683 -1.862866e+00 -0.7070804343
## [58,] -2.361423312 -1.987188256 -1.366489473 1.549474e+00 -0.0661110082
## [59,] -1.272541325 0.159104577 1.488400464 3.238167e+00 2.6422765365
## [60,] -0.473681297 -1.978609521 -1.098647588 -8.013898e-01 -0.2869696193
## [61,] 4.853806684 -0.755909832 2.622470097 -2.982758e-01 -1.5546870700
## [62,] 0.522305603 1.793253043 -0.114965718 -3.187043e-01 0.4100599103
## [63,] 2.161297211 0.511217412 -0.371329169 1.431742e+00 -0.7452224647
## [64,] -0.175456571 -1.193171771 1.089291428 2.580418e-02 -0.2350715240
## [65,] 0.870625784 1.620623356 -0.215057987 -1.324419e-01 0.1369967515
## [66,] 0.669185517 0.241896328 -1.011901720 -1.280172e-01 -0.5386692820
## [67,] -0.440465299 -0.482602512 -0.547956737 1.374110e+00 0.7507896884
## [68,] -0.609895141 1.249529356 -0.598269521 1.503267e+00 1.6290218194
## [69,] 1.811883391 -0.649394331 0.043954305 -1.217999e-01 -0.0436711590
## [70,] -0.351247459 -0.049013225 -0.378027931 -1.084346e+00 0.2115090619
## [71,] 0.074772124 -0.913156621 0.266497607 1.147461e+00 0.1094790754
## [72,] -0.431565023 -0.494649650 0.391920510 -5.845412e-01 -0.6726898424
## [73,] -0.825041632 2.715798126 -0.788320099 8.187880e-01 0.3297255022
## [74,] -0.931913053 -0.662257376 -0.308754529 -1.275699e+00 -0.0657155039
## [75,] 0.805006910 -1.261995612 -1.310775428 4.846418e-01 -0.0815224682
## [76,] 3.181695438 -1.552619002 -1.570629917 6.879683e-01 -1.7124146264
## [77,] 1.206417524 1.352382043 -1.131404402 8.871006e-01 -0.3671508579
## [78,] 0.039222595 -0.360521079 -1.317466436 3.801922e-01 -0.4281342595
## [79,] 1.819437901 -1.129341266 1.322848193 -7.018698e-01 0.7417418711
## [80,] 1.189413754 -0.597212881 -0.245795929 -2.132702e-01 0.0752365314
## [81,] 2.115441989 -0.447993425 0.395891649 -7.370304e-01 -0.2741376432
## [82,] 5.124894255 -0.683148996 2.218416539 -6.740275e-01 -1.7828770273
## [83,] -0.070370032 0.411005065 -0.392939075 1.361189e+00 -0.9933038163
## [84,] 1.367831789 -1.218514823 -0.546701273 -3.016284e-01 -0.0229190166
## [85,] -0.924730974 1.335084711 -1.839533015 -3.491162e-01 2.0154776600
## [86,] -0.393695970 -1.030277887 -0.044715566 5.245963e-01 -0.0576071826
## [87,] -1.063161674 1.706784973 -1.585798861 1.010422e-01 -2.3111420916
## [88,] 0.127602244 -0.934056465 -0.898600559 -1.174438e-01 0.0497315851
## [89,] -1.254250558 2.319232619 -0.518445254 -6.942362e-01 -1.8224903363
## [90,] 1.364510297 -0.686108737 -0.580223589 -5.224337e-01 0.2659174268
## [91,] 2.860849848 -0.659003548 0.109405594 -9.833383e-02 0.0567777890
## [92,] -0.434536840 0.098744831 0.059126316 -3.647119e-01 0.0558848655
## [93,] -1.030132797 0.439057822 -2.119784433 3.711873e-01 -1.0613143128
## [94,] 0.824778520 2.315939695 0.476393605 -3.443025e-01 0.5043564083
## [95,] 0.088602534 -0.659673362 0.585336921 3.719037e-01 0.8959647754
## [96,] -1.203699256 0.488161047 0.258550299 -1.158645e+00 -0.6419232193
## [97,] 1.110503746 -0.888241332 -1.051569301 -3.580891e-01 -0.3197799402
## [98,] 2.174075436 -1.302282173 0.156930478 -1.424174e-02 -0.9164136866
## [99,] 0.870697294 -0.571714661 -0.141104731 4.363343e-02 -1.3290554535
## [100,] -2.520269744 -1.526750087 -1.614189430 -6.375237e-01 -0.0456079892
## [101,] -0.605897383 -0.022464417 1.277581527 1.534861e+00 2.4315584156
## [102,] 1.541380328 -0.232805053 0.591997095 -1.126837e+00 1.3639946292
## [103,] 1.384987740 -0.245772044 -0.513251869 -5.395637e-01 1.6595784355
## [104,] 1.384236521 -0.900613956 -0.789945487 -8.318970e-03 -0.0894787023
## [105,] 0.750269746 -0.554032599 -0.121879292 1.757990e+00 1.0035989926
## [106,] -0.090423704 -1.656362048 1.036296848 3.619241e-01 -0.0951822170
## [107,] 1.169450490 0.357779017 -1.689793504 -1.764191e-01 1.4571290044
## [108,] -0.285866499 0.059642834 0.606222583 -9.450216e-01 -0.4643583082
## [109,] 0.766913824 -0.958310839 -0.916807078 2.633443e-01 -0.6539940078
## [110,] 0.240858697 -1.139123252 -1.599568793 -1.599945e-01 0.6079179761
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## [112,] -2.551470358 0.454496729 1.893762347 -1.330257e+00 -1.6548224467
## [113,] 0.609145897 -1.223646844 -1.367182672 -2.544447e-01 -0.2611970280
## [114,] 1.635396963 -0.114332851 -0.638840409 5.045909e-01 0.1830415834
## [115,] -1.101769999 0.459824889 1.342495162 -4.075638e-01 -0.8275326021
## [116,] -0.349751995 2.432752175 0.108000806 2.774375e-01 1.3413494169
## [117,] 0.704722972 1.186172870 -0.412619267 -3.953237e-01 0.7626604365
## [118,] 1.635474439 -0.153289260 0.131491028 1.122463e+00 -0.0806746377
## [119,] 1.120789767 -0.600856224 -0.303853416 3.612053e-01 -0.3875445369
## [120,] 1.309804877 -0.290150984 -0.513581414 -3.853496e-01 -0.2269880738
## [121,] -2.852482401 -1.982510006 -0.694287597 2.479874e-01 0.9751800638
## [122,] 0.128750959 -0.371042075 -0.957627423 -1.258117e-01 -0.7792623352
## [123,] -0.051322575 -1.131145429 -0.641618241 -1.149784e-01 -0.0872855756
## [124,] 0.413265878 3.027319256 0.022830006 -4.259932e-01 0.4493878339
## [125,] 1.238673539 -0.539753986 -0.597535704 -3.198068e-01 1.4797345363
## [126,] -0.640693712 -2.225974145 -0.722947309 4.009471e-01 -0.6400894644
## [127,] -0.997162300 -0.765715274 -0.561625072 -1.468432e-01 0.0390155914
## [128,] 0.140354396 -1.454778455 -0.314213033 -6.536633e-01 -0.2835733434
## [129,] -0.738010497 -0.207054683 -0.591674788 -2.692880e-01 0.3555060930
## [130,] 0.462914182 1.449309490 0.166784985 1.168867e+00 1.1301657755
## [131,] -0.589838227 0.321003662 1.051022506 -1.232060e+00 0.5761545332
## [132,] 0.305784727 1.124897558 1.209538719 1.888115e+00 0.2111820534
## [133,] -1.473100199 -0.749149498 0.754812270 -1.351836e+00 -0.1228859063
## [134,] -0.229455833 0.762390417 -1.352648107 8.878057e-01 -0.9777496246
## [135,] 1.324287971 -0.554421694 0.378290315 6.657069e-01 -0.0173980908
## [136,] 0.224406143 -0.509101262 -0.096145117 -1.273686e+00 -0.0587392008
## [137,] 0.520940756 -1.508434995 -0.344071227 5.108460e-01 0.2964438246
## [138,] 0.818649350 -1.608519400 -0.014447406 2.687423e-01 -0.1711825117
## [139,] 0.639795330 -0.227730252 0.216396611 5.808364e-01 1.8113528333
## [140,] -0.998901308 -0.789327384 -0.394716087 -1.272970e+00 -1.2496276242
## [141,] 1.071380114 1.938105248 0.306636294 -3.463068e-01 0.6161519418
## [142,] -0.419093149 0.445157584 -1.510497907 1.303552e-01 -0.0813066535
## [143,] 0.745653455 -1.177960515 -0.135191604 -3.183594e-01 -0.2688699927
## [144,] 0.841540949 2.116588113 -0.277857098 4.778024e-02 -0.3817392550
## [145,] -1.022081681 -0.986328617 0.711526032 -1.678149e+00 -0.5579781128
## [146,] 2.460769206 -0.875194685 0.826444580 3.722259e-01 -0.3455963436
## [147,] 0.363795951 1.032761565 -2.213817739 3.511825e-01 -1.9202952211
## [148,] -0.883619488 -1.123771537 1.116288382 2.374565e+00 -0.3230398210
## [149,] -0.088258646 2.778736877 -0.002761760 -5.182200e-01 0.9046205983
## [150,] 1.606502333 -0.628110717 -1.012547279 -4.904386e-01 -0.0127760062
## [151,] -1.544333905 -1.786077187 -0.381990879 -7.545209e-01 -0.3369688734
## [152,] 1.570467614 0.894086607 0.520044536 1.262005e-01 0.3028206920
## [153,] -2.297422500 1.109500933 1.022592755 1.390922e+00 -0.1319545762
## [154,] -3.144103916 -2.262394073 0.808940128 -1.078302e+00 -0.3385385168
## [155,] -1.084046909 2.217625038 -0.312789033 -1.205254e+00 1.7103741669
## [156,] -2.168322840 0.554855447 -1.647676546 -1.651266e-01 0.3550635044
## [157,] 1.251713809 -1.134631373 0.760818842 4.179868e-01 -0.2861176852
## [158,] 0.544139309 -1.406851287 1.072300421 6.782954e-01 -0.1667112492
## [159,] 1.086425606 -0.832769057 -0.917184765 -2.358560e-01 -0.0882238288
## [160,] -2.790369002 2.559428876 0.410514713 7.480901e-01 -1.6394096556
## [161,] -0.714682333 0.440406305 -0.741093833 -4.791422e-01 0.3138084953
## [162,] -0.888478417 0.692284400 -1.154546820 -2.689332e-01 -1.3479812886
## [163,] -1.462782814 -1.711636327 -0.987263255 -1.286269e+00 -0.0629454417
## [164,] 1.077850916 -0.943310323 -0.536145961 1.023821e-01 0.0366246311
## [165,] 0.360297944 -0.002387987 0.077473779 7.002159e-01 1.9755013522
## [166,] -0.398162383 0.565346012 0.342102565 7.040794e-01 -0.6683348981
## [167,] 0.271399127 -0.470263902 -0.191221556 -7.268423e-01 0.6084204651
## [168,] 0.823796489 0.596281901 0.514408394 7.902112e-01 0.8164960893
## [169,] 1.130675366 0.317231747 -0.025336502 2.974160e-01 0.6710262557
## [170,] 0.265850050 -0.009007947 -0.429673544 1.585327e-01 0.5278675735
## [171,] 1.038069756 1.268823959 -0.878023779 -2.045521e-01 0.3375380302
## [172,] -0.698503378 0.005809199 0.176802986 -8.416001e-02 -0.1501294213
## [173,] 2.075747585 -1.549996055 1.636031878 1.119486e+00 -1.1537751526
## [174,] -0.334425214 -1.957064002 -1.087064917 1.117932e+00 -0.3851588403
## [175,] 0.946324876 -0.587377492 -0.676832533 3.315896e-01 -0.6349578586
## [176,] -1.996697468 0.565552446 0.889328814 -8.495203e-02 -0.4110324742
## [177,] 1.032526444 1.375366383 -0.732024654 5.461763e-01 0.0519470981
## [178,] -3.370928818 -1.659412001 -3.088090738 -3.577319e-01 1.5634623347
## [179,] -0.360862134 1.672717765 -0.731726528 -5.701786e-01 1.3663371069
## [180,] -0.394469168 0.905599398 0.175656870 1.432490e+00 1.4249434033
## [181,] 1.841098399 1.089785956 -0.844503669 -3.381281e-01 -0.1567465137
## [182,] 0.087727432 -1.381056313 0.333862859 4.687118e-01 0.7494989906
## [183,] 2.326303042 -1.505418545 -2.158952310 1.107762e+00 -1.1779913727
## [184,] 2.150869054 0.269611404 -0.448851652 2.143198e-01 -0.3300434013
## [185,] 0.847420146 1.281137936 0.177981864 -6.053047e-01 0.9363093244
## [186,] -1.480735786 1.220501694 0.971281540 1.687280e-01 0.7663396232
## [187,] -3.329421351 1.207116262 2.322003762 -1.378506e+00 -1.7090925092
## [188,] -1.688139018 -0.892214143 0.055355928 2.175636e+00 0.7440975465
## [189,] -0.643513018 0.146508445 -0.162812751 5.915774e-01 -1.3605653787
## [190,] -0.918940898 -0.458926714 -0.201761656 -7.104425e-01 -0.3742449168
## [191,] 2.167413320 -0.073406761 0.049361772 -6.902825e-01 0.4156877141
## [192,] -1.036885964 0.787742426 -0.457597803 -8.567254e-02 -1.5047095626
## [193,] 0.453893426 1.533620869 0.678714369 -4.396508e-01 0.8172148335
## [194,] 0.342057106 1.339625023 1.413264670 4.326235e-01 -0.4790125982
## [195,] 1.423364595 1.270800602 -0.410984118 -9.009234e-02 -1.5390396524
## [196,] -2.123341101 -0.452498356 -0.265622604 -9.138514e-01 -0.1377472642
## [197,] 2.257604443 -0.534855092 0.060790425 -5.490748e-01 0.6135653195
## [198,] 1.188321102 -0.565937032 0.637185051 6.083144e-01 0.0001398015
## [199,] -0.876867074 -1.193625819 0.064174163 1.201995e+00 -0.7431667154
## [200,] -0.850238032 -0.655731698 0.849831399 -1.916331e+00 -0.8076385805
## [201,] 0.401873780 -1.130378982 -0.074588558 1.201734e+00 1.2184227609
## [202,] 0.341919843 0.021793532 -0.736560629 -6.237957e-01 1.9616107586
## [203,] 0.674175717 -0.694937821 0.251087574 1.062292e+00 0.5673329548
## [204,] 1.546153277 -0.357116710 -0.192576292 -3.794938e-01 -0.1972073613
## [205,] -1.220806583 0.961106506 -0.515230913 -2.225761e-01 -1.2708426376
## [206,] 0.741203385 -0.006299289 -0.327046288 1.651511e-01 -0.4716714792
## [207,] -3.023547327 1.728909911 1.424418547 -9.018374e-01 -0.2315257685
## [208,] -0.711918824 2.394850360 -0.856915316 -8.527797e-01 1.7889730331
## [209,] 0.590341656 -1.429575269 -0.660139545 -3.006003e-01 -0.1809708315
## [210,] -1.451776157 1.362838007 -0.183757099 -6.306574e-01 0.5847954111
## [211,] 1.524408539 -0.798492909 -0.673240968 1.430547e-01 -0.4072946419
## [212,] -1.476209193 -1.497541356 -1.456294851 -2.804246e-01 0.8075364284
## [213,] -1.629170272 2.571396969 -0.599939733 -9.147726e-01 0.4720246292
## [214,] -0.771167443 -1.443937647 -0.126031852 -5.716152e-01 0.8453578915
## [215,] -1.002334326 0.732166622 -0.760254998 -4.899597e-01 -1.3074025903
## [216,] -2.818925025 0.814352868 0.586299540 5.812671e-02 -1.4992181720
## [217,] -0.629450744 -0.960782281 -0.315530971 1.388445e-01 -1.0167448065
## [218,] -0.383174371 0.070107786 0.131971152 -1.439419e-01 -0.7287664338
## [219,] 0.145265129 -0.106416359 0.192588607 2.606138e+00 -0.2207489934
## [220,] 0.699219839 1.139395603 -0.468525076 -1.195281e-01 0.5610757280
## [221,] -2.543852987 -2.401781864 2.711901075 -5.632896e-01 0.1636594178
## [222,] -0.708232561 2.287356318 0.708131254 7.743010e-01 1.8273469032
## [223,] 2.596568115 0.872321373 1.936828061 -5.918535e-01 -1.1236716662
## [224,] -1.430121506 1.511639494 1.290222755 1.649829e-01 -1.2873929816
## [225,] 1.110032739 -0.823736396 0.396796967 6.337139e-01 0.1531238059
## [226,] 0.704675275 -1.121763411 -1.643526052 -4.367407e-01 0.0582301745
## [227,] 1.263454864 -0.448019624 -0.968710457 -3.348542e-01 1.3249809185
## [228,] -0.625286217 -0.898139930 0.522123475 1.270589e-01 0.4533835186
## [229,] -5.723425277 -2.242272812 4.951631517 1.762248e+00 -0.6173434502
## [230,] -0.484292298 -1.270403536 -1.743568730 -8.344906e-01 0.8027695273
## [231,] -0.352575509 0.092980635 -0.482987818 4.283561e-01 1.9931908446
## [232,] -2.833505109 0.158008418 -0.391613319 -1.339184e+00 -1.0524232833
## [233,] 0.935797302 -1.175337325 -0.719091839 8.004652e-01 -0.0996200523
## [234,] 0.831133863 0.390221597 -0.148001751 -2.120423e-02 0.9516501931
## [235,] 1.004846592 -0.939409902 -1.059485157 1.653517e-01 -0.7500548344
## [236,] -0.357568649 0.395181670 0.155671526 -3.750645e-01 2.0689094930
## [237,] -2.188788161 1.615892863 0.859736213 -5.598021e-01 0.3334737829
## [238,] -1.529886734 -0.897987274 -0.383479173 5.040728e-02 2.3482168813
## [239,] -0.919069509 1.266020994 0.475031898 7.528202e-01 0.4826097211
## [240,] 1.887785162 -0.298861326 0.377676367 4.817585e-01 0.9427020653
## [241,] 1.371452616 -1.118082430 -0.886036118 -2.516180e-01 -0.0637786453
## [242,] 0.144905386 -0.981145733 -0.766280634 2.611056e-01 -0.6873340764
## [243,] 1.570804282 -0.078441843 0.889108832 -3.868409e-01 0.8695979957
## [244,] -0.513546360 -0.313670056 2.081000913 1.825912e+00 -0.8387980886
## [245,] -1.364151827 -0.923119313 -0.196831599 -9.970105e-01 0.1443823600
## [246,] -1.570524540 2.275841243 1.474393525 1.547166e+00 0.9292111278
## [247,] 0.729282028 2.179546569 -0.097922488 -1.729260e-01 -0.1779671341
## [248,] -4.348585119 -2.588372489 0.594008365 -2.419009e+00 0.0831212989
## [249,] -1.864211408 0.039682179 0.356573408 -1.311926e+00 -1.9845721444
## [250,] 0.808992634 -0.584089628 -1.220061613 -5.578681e-01 0.7461930809
## [251,] 1.145212324 1.772050552 0.280357796 2.722122e-01 -0.5064553847
## [252,] 1.048494921 0.252517709 -0.315772083 -4.478586e-01 1.3611362133
## [253,] 1.294220879 -0.508104951 -0.723495703 -2.306369e-01 0.0304141367
## [254,] 0.692816927 -1.340377472 -1.402372955 3.149943e-03 0.0189775195
## [255,] -0.423168470 1.562892960 1.328547991 1.144702e+00 -1.8921924774
## [256,] 0.258794131 -1.412904905 -0.470995583 4.094703e-01 0.1889186209
## [257,] 0.283307307 -0.716004781 -0.109771144 5.349396e-01 -0.5714041610
## [258,] 1.074294433 -0.482724492 -0.716377801 -7.425245e-01 0.1700826117
## [259,] -1.056676322 -1.315462990 2.984896857 -1.579067e+00 0.3360182751
## [260,] -2.384664410 1.799686348 1.580142224 1.898057e+00 -0.6396661950
## [261,] -0.654938533 0.345885171 1.118006711 -1.513436e+00 1.0365886109
## [262,] 1.920947255 -0.505345952 2.711743832 3.951892e-01 0.2084841563
## [263,] 0.315978144 -0.710690345 -0.689122137 9.007265e-01 -0.3547499193
## [264,] -0.278426919 2.023672220 -0.323651600 -5.276346e-01 0.6594617930
## [265,] 1.138583995 0.755592761 -0.010936093 -4.580090e-01 0.6517196294
## [266,] -0.396109443 0.496097609 0.171392702 1.780786e+00 -0.1762581802
## [267,] 1.604239906 -1.299916970 2.602415749 8.248265e-01 0.8712796561
## [268,] -1.029861681 -1.429933307 0.095349906 1.726125e+00 0.4319070954
## [269,] 2.487365107 -0.754493850 0.007535860 -8.212579e-01 0.5955735525
## [270,] 2.449583605 -0.377618402 2.228774704 -1.013871e+00 0.1445784967
## [271,] -1.859496551 0.800100749 -0.986709806 2.521808e+00 -0.5030031943
## [272,] 1.011133279 -1.081872012 -0.441453661 -7.876934e-01 -0.5557144285
## [273,] 1.300248121 1.094723094 0.017338898 -3.835439e-01 0.7239952250
## [274,] 0.053085819 -1.868877427 -1.704841729 5.729870e-01 -0.8372644858
## [275,] 0.422971031 3.184751467 -0.475529272 1.764349e-01 -0.8092946837
## [276,] -0.987293380 -1.654893625 -1.033782892 8.908928e-01 -0.4987975263
## [277,] 0.967863061 0.401298293 -0.268064946 -1.745229e-02 -0.8831058013
## [278,] 0.672019487 -1.428217428 0.081521447 -1.327641e-01 -0.0204588749
## [279,] 0.601392509 2.057849576 0.665362971 1.102726e+00 0.3374683041
## [280,] 0.142110516 -1.333076710 1.521248843 3.872329e-01 -0.2850039264
## [281,] 0.550939468 -0.232822514 -0.054502907 -5.520057e-01 1.9809021680
## [282,] -0.991806619 1.271659926 -0.477282922 -4.668830e-01 -0.9864280416
## [283,] -0.666962274 1.023409817 -0.324665062 -7.669672e-01 -0.1034214699
## [284,] 0.050145596 2.395306506 -0.059968545 -8.890211e-01 1.0041980178
## [285,] 1.037846818 1.441479198 -0.339272315 -1.122103e-01 0.7135876059
## [286,] -0.854568820 1.400235466 0.770922027 2.514577e-01 -0.7694996959
## [287,] -3.660757991 -1.069959339 0.981530916 -1.296883e+00 -1.2696944440
## [288,] -2.203921638 -1.562348244 -0.561769811 5.355827e-01 0.2714239000
## [289,] 1.628900572 -0.282282303 0.255304323 -8.609305e-02 -0.7459913597
## [290,] -0.601353598 -0.284537166 -1.085141132 -2.319331e-01 -0.9159718893
## [291,] 0.195126195 -1.515900456 -1.731029892 5.100020e-01 0.3558687858
## [292,] -0.147713228 -1.603943043 -0.041198112 8.020986e-01 0.2753661468
## [293,] -2.246907916 -1.307105910 0.368415014 1.576389e+00 0.3595350813
## [294,] -1.139278834 -2.069366120 0.403025534 -1.505402e-01 -0.5342192401
## [295,] 1.097979075 1.845664858 1.584852255 -8.856980e-01 0.9741885793
## [296,] -1.052941806 -0.231696616 0.683642897 9.917890e-02 -0.1855392845
## [297,] -1.383734403 -1.276115847 0.888084735 -1.560565e+00 -0.8734439357
## [298,] -0.746556107 -1.467431707 0.009617068 -4.476086e-01 0.2654623412
## [299,] -1.242062178 2.076998371 -0.561483425 1.852971e-01 -2.0298391921
## [300,] 0.528107199 2.590669651 0.871351627 1.432835e+00 -0.1653589823
## [301,] 1.469575172 -0.792364249 3.119518594 2.246242e-01 1.0853324783
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## [303,] -0.155597513 -0.096032168 -1.995434679 2.530238e-02 -1.1050831694
## [304,] -0.537036501 0.599529739 -2.154147668 -1.717099e-01 1.7339718976
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## [310,] -0.952378029 -1.077658932 0.802468181 5.518195e-01 -0.1131440366
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## [312,] -0.742391188 -1.978246681 -0.511685775 2.482751e-01 0.0223155409
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## [315,] -1.087295063 0.774221186 -0.137154823 2.258784e+00 -0.2422852482
## [316,] 0.235533677 -0.796700197 -0.420899803 -3.987636e-01 0.1026997864
## [317,] 1.356924566 0.128980729 -0.206441836 -2.652851e-01 -0.1217034659
## [318,] 0.317965521 0.673266619 0.710469244 -9.404735e-01 1.9073329557
## [319,] -0.572826301 -0.961913937 -0.830952820 -8.935934e-01 -0.6367538543
## [320,] 0.054205879 3.057564728 0.994608751 -1.418308e+00 1.1449775327
## [321,] -0.021358713 -0.247497463 1.202812866 -5.100139e-01 -0.3555628030
## [322,] 0.476607673 -0.502687188 -1.030542766 -3.729549e-01 -0.0121325406
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## [325,] 0.313333278 -0.956555961 -1.361961413 -5.088605e-01 0.2359199683
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## [329,] -0.909867303 -1.263066127 -1.986084807 -6.794944e-01 0.0814135110
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## [332,] 1.271641045 -0.791474973 -0.680385100 -3.887751e-01 -0.2109781663
## [333,] 0.910785738 0.099438426 2.143161307 -1.175892e+00 1.1834243662
## [334,] 1.110533507 2.859114615 -0.462023202 -2.259910e-01 -0.8060157577
## [335,] 1.574593043 -1.040079880 -0.119417443 -3.630842e-01 -0.2192364823
## [336,] -2.420691208 -1.728094564 -0.407888666 -1.579658e+00 0.5895848117
## [337,] 1.686609351 -0.379207645 2.530086197 1.185900e+00 0.3077690043
## [338,] 0.737185230 1.463346180 -0.271948654 5.103956e-02 0.5640752215
## [339,] -1.926239282 0.487449292 0.702735685 5.841085e-01 -0.5841142822
## [340,] -0.700773250 1.969407386 -0.013225332 -6.637905e-01 1.6391431454
## [341,] 0.630943021 -0.856509058 0.513348694 -3.843561e-01 0.6129950986
## [342,] 0.487164176 -0.441130609 0.030141235 7.765533e-01 -0.0354638107
## [343,] 1.774315459 -1.859973090 -2.356935954 1.457726e+00 -1.5078043152
## [344,] 0.493016612 0.990690267 -0.746480045 -1.846983e-01 1.0310698849
## [345,] 0.287235221 2.407126290 -0.453830806 8.383394e-01 -0.1084603435
## [346,] -1.643388485 1.349869954 -0.970643729 -1.287216e-01 -0.7315653233
## [347,] 0.575141426 -1.215430227 1.264811240 -9.507524e-03 0.3760898261
## [348,] 3.137070804 -0.557793231 1.868142045 -8.013870e-01 -0.5352866497
## [349,] 1.361522930 -0.471522816 0.054692013 -3.484581e-01 -0.5857971640
## [350,] 0.748013556 -0.286512182 -3.033085405 1.624940e+00 -1.6432306019
## [351,] 0.692279683 0.306580511 -1.454774833 4.684001e-02 0.8918733933
## [352,] 0.666096876 0.777624061 -0.375973792 -5.417142e-01 1.2588427910
## [353,] 0.458281917 0.392710750 -1.902465560 5.523119e-01 -0.6478662826
## [354,] 1.336715768 -0.945405690 0.077356742 5.769339e-01 0.1734857585
## [355,] 0.635237934 -0.446722083 -1.077973630 8.075753e-01 1.1768035166
## [356,] -0.258032259 2.843585544 0.127387453 -5.291021e-01 0.8450854891
## [357,] -0.839492972 -1.729190136 1.111748394 8.166378e-01 -0.4520965422
## [358,] 0.163249487 1.408289571 1.453671298 5.450114e-01 -2.2049586487
## [359,] -0.798134144 1.726695111 -1.193970659 6.257599e-01 -2.1303565904
## [360,] -2.524435944 -1.147070115 1.476485442 -4.556283e-01 0.9614748170
## [361,] -2.029518330 -0.521805072 1.818729107 -1.314732e+00 -0.3213766534
## [362,] 0.191517276 2.711059194 0.531373332 -7.467902e-01 0.8188692373
## [363,] -1.511755321 1.951808647 -2.166639207 4.693961e-01 -0.1522931044
## [364,] -0.593332880 2.529884779 0.173819039 2.751326e-01 1.2759554632
## [365,] -1.386884055 -0.517174849 0.534684199 -1.167466e+00 -0.2444436666
## [366,] 0.205594593 -0.428161543 -0.086268747 3.311801e-01 -0.8717868197
## [367,] 1.101341339 0.895888389 0.068487074 -1.028046e-01 0.5192438253
## [368,] 1.900665135 -1.011302657 -0.176700659 -3.235148e-01 0.1956488844
## [369,] 0.967916311 -0.555663164 -1.103306193 4.824550e-02 -0.0958638147
## [370,] -1.135235052 0.288566596 -0.929976850 -8.129542e-01 0.5566249367
## [371,] -4.648002656 -2.282932583 2.955591708 2.437275e+00 -0.0173267590
## [372,] 1.186082167 -1.513286205 3.140273899 2.784063e+00 -0.1474372237
## [373,] 0.634991105 -1.648974218 -0.603369088 5.409017e-01 0.1773575914
## [374,] 0.055789479 -1.334243826 -0.675656572 -5.233813e-01 -0.7168785511
## [375,] -0.973654993 -1.576489543 0.613646815 5.711499e-01 -0.6274261777
## [376,] -3.206383712 1.856086239 0.173911480 -3.599531e-01 -2.0573943794
## [377,] 1.044838639 -1.016120639 -0.568292026 -3.404504e-01 0.4077504018
## [378,] 0.119158281 -1.778056584 -0.754801315 4.487188e-01 -0.4509911609
## [379,] -0.402564036 0.687262620 -0.639271550 -7.147871e-01 1.9089978659
## [380,] -1.696757087 -1.158699627 -1.340284327 1.887639e+00 0.6667159766
## [381,] -0.104980492 -1.352203815 0.045116982 9.461941e-01 0.1257356922
## [382,] 1.692786069 -0.984107582 -0.271941796 -3.916348e-01 0.1216554470
## [383,] 0.579857039 -1.350696666 1.419716187 7.922956e-01 0.2233796040
## [384,] 0.652507835 -1.278896429 1.037005020 2.265525e+00 0.1138718623
## [385,] 0.616459264 -0.852241580 0.055358182 -9.344048e-01 0.0185794224
## [386,] 1.662139216 -0.698699296 0.463266649 -8.087237e-01 0.1162862608
## [387,] -0.207895276 0.240491756 -0.327674297 8.522687e-01 -0.1085301035
## [388,] -1.318668289 1.352570639 -2.315235162 2.311673e-01 -0.3578568289
## [389,] -1.894252503 1.205333207 0.627154039 -7.373947e-01 -0.6294147869
## [390,] -0.041735798 -0.774344560 0.303165706 1.409144e+00 -0.0745337455
## [391,] -0.374054276 -0.601182364 0.023833711 -1.626389e-01 -0.6556925994
## [392,] -0.432297524 0.659277966 -0.303770642 -6.057218e-01 1.9304960443
## [393,] -0.256785233 -1.597485988 1.570867781 -1.583172e+00 -0.5292724525
## [394,] 0.719634581 0.518455453 0.462403785 -3.509417e-02 -0.1606727510
## [395,] -0.044803814 0.662924729 0.746125034 5.793959e-01 1.7080205042
## [396,] -1.167091086 -1.689791031 2.541710050 2.021447e+00 -0.1855921969
## [397,] 0.013387604 -0.542350583 0.892603002 1.355030e+00 -1.1005900474
## [398,] 0.127002231 -1.404549003 -0.812915143 -6.867130e-01 0.3612832915
## [399,] 2.192048710 -0.015962718 -0.179007371 3.350999e-01 0.1322339148
## [400,] -0.697510988 -0.179079675 0.156730038 -1.273312e+00 1.1928067585
## [401,] 1.566070733 0.435055238 -0.586627727 -2.859021e-01 0.2908882489
## [402,] 1.080430832 2.357650047 0.601767686 -7.107521e-01 0.0931905557
## [403,] -1.152123507 0.106359287 -0.846212291 -5.330542e-01 -0.3278314116
## [404,] 0.516457397 1.134392498 -1.483721172 5.637864e-01 -1.3125345106
## [405,] 0.431725895 1.534373794 0.466535186 -1.183873e+00 1.1410335677
## [406,] -0.697460967 -1.467410642 0.252694741 -2.172595e-01 -0.2642453876
## [407,] 0.920909399 1.371958732 0.004105305 9.501524e-02 0.5569296088
## [408,] 2.219024655 -0.507926201 0.226025952 -1.280704e-01 0.7037743410
## [409,] -0.652695777 1.910930896 2.291776775 1.147496e+00 1.4856323612
## [410,] -3.864766524 -2.406932115 1.613663321 -1.547581e+00 -0.7789205895
## [411,] -0.735651076 -0.133668438 -1.310631404 1.139327e+00 -0.3092956765
## [412,] -0.505179703 -1.414922185 -0.148977468 -1.091607e-01 -0.0839472353
## [413,] -2.277964828 -1.740754787 0.798618193 5.250927e-01 0.8651598538
## [414,] 0.490728947 -0.816321099 0.027722138 -9.296582e-01 0.6684123922
## [415,] -0.616420707 -1.863946589 0.439689468 -4.651435e-01 0.1530408692
## [416,] -2.565650274 -1.402835728 0.798108742 -2.384402e+00 -0.2900836789
## [417,] 0.666288457 -1.239296520 0.414611954 1.941484e+00 0.4362607068
## [418,] -1.048032618 0.295452494 -0.590387532 2.920937e-01 0.6270018444
## [419,] 2.233806155 -0.325863673 0.351873418 8.524519e-01 0.3684824492
## [420,] 0.276655504 -0.517808273 0.132434334 -9.303102e-01 -0.4361598913
## [421,] -1.793967819 -1.519735997 -1.191947555 -7.961623e-02 0.3040685268
## [422,] 0.982652059 -1.023024656 -0.015919407 4.075936e-01 -0.1080301891
## [423,] -0.528446055 -2.119964808 -0.946828126 2.433362e-01 -0.1937828553
## [424,] 0.814664490 -0.874466693 -0.282913825 5.115197e-02 0.3404779976
## [425,] -2.209215477 0.448337856 -0.037286462 -4.216159e-01 -0.3985944045
## [426,] -2.280163648 -0.463843351 0.461999516 -1.826002e+00 -0.0026124741
## [427,] 4.778942564 -0.825153773 2.739426144 -5.691896e-01 -1.1810706402
## [428,] -1.258152630 -0.360522476 0.929322047 -1.443597e+00 0.5720776009
## [429,] -1.656092441 -1.459166956 -1.343272935 -7.938157e-01 0.4710058832
## [430,] -0.455960443 -0.266239418 -0.886308278 -5.185116e-01 -0.2762722209
## [431,] 3.523232421 -0.780792580 1.579608987 -8.179736e-01 -0.7124056625
## [432,] 0.385272268 0.049450609 -0.309130219 5.877369e-01 -0.2066633932
## [433,] 1.116329535 -1.023881378 -0.547020461 5.576889e-01 0.2997040787
## [434,] 1.292400648 0.400821446 0.049553500 -8.989657e-01 1.2165264945
## [435,] 0.994685857 -0.249354512 0.775576441 2.173643e+00 0.5304720199
## [436,] 1.744924956 -0.882408521 1.440129898 -9.791623e-01 0.8105178386
## [437,] -1.138254166 2.030506576 -1.107117391 -2.179691e-01 -0.7248650657
## [438,] 0.631980095 0.766822707 0.300308265 -2.332714e-01 1.1537061441
## [439,] 2.101536761 -0.683692131 -0.384088394 -5.196399e-01 0.0310947151
## [440,] 0.158499838 0.810832862 -0.563057234 1.136473e+00 0.9490820715
## [441,] -1.394407295 0.498900665 -0.357846681 -6.295829e-01 2.2196698017
## [442,] 0.795409378 -1.152415541 -0.633876477 5.189747e-01 -0.2103165918
## [443,] 0.090917364 -0.678375630 -0.325980464 -7.248245e-01 -0.4466806040
## [444,] 0.545998192 1.099917931 0.541841495 1.662585e+00 0.2379244924
## [445,] 0.971750606 0.182079420 -0.002619497 -1.199603e-02 0.2255033179
## [446,] -4.691359988 -2.515403612 1.045328564 4.525500e+00 2.1161636982
## [447,] 0.903711979 -0.648049595 0.240714646 6.049620e-01 0.3375033224
## [448,] -0.478839655 -1.638200902 -1.432984764 -8.206402e-02 -0.2745146810
## [449,] 0.120940759 -1.754073669 -0.478383582 2.327810e-01 -0.0762610724
## [450,] 0.559983193 -0.840740502 -0.367013882 -5.458414e-01 0.6925263371
## [451,] 1.669547851 -1.019063491 0.095235304 6.631933e-02 -0.3394995973
## [452,] 1.052455850 -0.170933880 0.415140273 7.949517e-02 1.3562259470
## [453,] -0.513186287 -1.875327147 -0.716857369 -3.100450e-01 -0.3569048474
## [454,] 2.009963471 1.680359325 3.251749976 1.029786e+00 -0.6977642607
## [455,] 0.108622342 -1.364163973 -0.209814040 1.669031e-01 -0.3225539177
## [456,] -0.839812786 2.319508726 0.191733130 -8.108944e-01 -0.9003565736
## [457,] 0.726836154 1.539063981 1.416405272 5.826178e-01 0.8602086134
## [458,] 0.579449460 -0.558022733 -0.739390008 1.706470e-01 -0.9031587407
## [459,] -3.248112347 1.130472529 0.558884360 9.127709e-01 -1.3278196880
## [460,] -1.162795283 3.412603769 0.362517065 2.794749e-01 -1.4188876325
## [461,] -0.010040472 1.778328724 0.745017471 8.891144e-01 -1.0669116814
## [462,] 2.473293829 -0.470421737 -0.101328558 4.819271e-01 0.1414941949
## [463,] -0.495809257 0.323086507 -0.917328603 1.478930e+00 -1.6207994821
## [464,] 0.598449682 0.419109892 -1.160090787 1.889369e-01 -0.7946206497
## [465,] 0.163966466 1.867796725 0.254207600 1.833356e+00 0.3383258753
## [466,] 1.271409865 -1.191295213 0.972376847 -4.571967e-01 0.2998106716
## [467,] 2.092391029 -1.245511899 -0.313863012 -4.766183e-02 -0.0805303112
## [468,] -0.208777128 -1.765529344 -0.470757294 4.759997e-01 -0.1487160913
## [469,] 2.275406328 1.054867263 1.699675772 -6.072582e-01 -1.1147739415
## [470,] -2.230577806 -0.458907285 -0.456774887 -1.677904e-01 0.0692379869
## [471,] -1.206500668 -0.929998639 -0.814734806 3.372177e-01 0.9985082172
## [472,] 0.118272399 -1.268603257 -0.789475319 -8.286861e-01 0.5330048637
## [473,] 0.323554905 -1.280170963 -0.919019513 -3.767698e-01 0.7511367056
## [474,] 0.224499183 2.445366266 -0.435531006 -4.333101e-01 0.6796757913
## [475,] 1.656635502 0.221674358 -0.256827210 -6.777177e-01 0.5208456414
## [476,] -0.173481253 1.098886697 -0.425613628 -4.770255e-01 0.5953510400
## [477,] -1.252914348 -1.392967337 -0.359312729 4.965239e-01 -0.6890205303
## [478,] 0.331936503 0.580635760 0.191027779 -1.538978e-03 -0.6562238982
## [479,] -0.270188425 0.949594387 -0.439700120 -6.810509e-01 -1.3099377051
## [480,] -0.672983124 1.845164342 -0.389990226 1.993212e-01 -0.0773169458
## [481,] -1.764686172 -0.580463622 0.788830829 -1.505275e+00 -0.3109340345
## [482,] -0.271389503 -0.819152682 -1.489158072 -4.780309e-01 0.6733175210
## [483,] 1.181916318 -0.398775916 -0.388448495 4.489073e-02 -0.8315281435
## [484,] -0.087078580 -1.603887011 -1.568341104 -3.213712e-01 -0.0248518181
## [485,] 1.211772067 -0.934725464 1.984509359 6.398327e-02 1.0617629586
## [486,] -1.588512172 -2.008583834 -0.242507149 -9.941117e-01 -0.0608145682
## [487,] -2.402279588 -2.548107762 0.942847015 -1.337675e+00 -0.8687693624
## [488,] -3.484366324 -0.083409809 1.292663010 7.171747e-01 1.0295610441
## [489,] 1.208140750 0.053706765 -0.554260795 6.452693e-05 -0.1646958013
## [490,] -0.687638546 3.662397546 1.415098838 -2.366786e-01 1.0583230759
## [491,] 0.210582223 -1.302779905 -0.659710465 8.549438e-01 -0.2514635664
## [492,] 0.027143626 0.185673681 -1.660145346 2.951267e-01 0.0020363715
## [493,] 0.328317344 -0.194758678 -1.249756733 -2.571598e-01 -0.7438199372
## [494,] -0.732071533 0.431607010 1.291760109 1.561528e+00 0.0381397968
## [495,] 4.954207224 -0.500797401 2.396478341 -5.447926e-01 -1.8104769565
## [496,] 0.034342584 3.132376363 0.826795788 -5.719838e-01 0.7666043566
## [497,] 1.522924586 0.706722226 -0.041387272 -1.573379e-01 0.3002639213
## [498,] 0.859852433 -0.829615941 -0.453032432 5.933095e-01 -0.0486781482
## [499,] -1.356745573 1.916865034 1.104085723 -1.719667e+00 -0.4620220507
## [500,] -1.566035788 0.324681924 1.141084691 2.709521e-01 -0.4369924550
## [501,] 0.530413552 -0.597136985 -0.604992268 -4.315227e-01 0.4692835169
## [502,] 0.374209706 -0.654903762 -1.561103867 2.125110e-01 -0.3382915334
## [503,] 0.421056806 -0.315267658 -2.223551085 2.604873e+00 -2.2265744371
## [504,] -0.237644959 0.564584618 0.004127672 1.139434e+00 -0.9920650423
## [505,] -0.262028308 -0.035608287 -1.621494798 9.514081e-02 -0.3944805703
## [506,] 0.972782353 1.869687332 -1.282137684 4.706420e-01 -0.5291353849
## [507,] -1.316926456 -0.199966696 -0.151751590 -1.152985e+00 1.6323319979
## [508,] -0.021759042 -1.469458395 0.988239170 -2.097510e-02 0.1176140534
## [509,] 0.717888801 -1.558808104 0.591393212 1.547914e+00 -0.4232951975
## [510,] 0.488890860 3.148701104 0.233069190 3.104030e-01 -0.1136664423
## [511,] 0.161065507 1.986732458 -1.082531358 5.590846e-01 -1.9753268537
## [512,] 0.651663185 -1.277952704 0.939001372 -1.553269e+00 0.1028638959
## [513,] 1.310894262 2.842689786 -0.193500245 1.045120e-01 -0.8927280820
## [514,] 1.852346259 -0.507008918 0.051968609 5.404211e-01 0.5452749155
## [515,] 1.382963099 -0.681788633 -0.039557814 -7.088107e-01 -0.6620450715
## [516,] -0.250013044 -0.109710443 0.424102450 -1.180069e+00 0.7126318459
## [517,] -2.017094436 1.707701024 0.453565335 5.073527e-01 -0.8539443730
## [518,] -0.100863787 2.267026881 -0.709969090 -1.080549e-02 0.7234518333
## [519,] 1.301260114 2.390067864 -0.736878358 2.721206e-01 -1.3846963231
## [520,] -0.956711194 1.898513952 1.337183887 -4.155082e-01 -0.7659592453
## [521,] 1.212287069 -1.053446106 -1.107055855 -1.177645e-01 -1.0559419677
## [522,] -0.552724967 -0.733196253 -0.611627455 -6.062744e-01 -0.1374092504
## [523,] 4.342247728 0.418479802 2.927625932 -8.409589e-01 -1.7697686161
## [524,] 0.070723009 2.093378302 0.370739008 7.437457e-01 0.3153951134
## [525,] 1.495918118 0.004539621 -0.017200141 -7.768507e-01 0.8165218044
## [526,] 1.802592467 -0.698640601 -0.083171070 4.047307e-01 -0.4352207471
## [527,] 1.669165295 -1.058375201 0.160619327 -3.940109e-01 -0.3847881756
## [528,] 0.838799964 -0.348997864 -0.322546261 -1.046658e+00 -0.0046103676
## [529,] -0.204346368 -1.767169275 0.214514392 -3.784755e-01 -0.1386349051
## [530,] 1.519854189 -0.262316678 0.627454127 6.240838e-01 1.0485700286
## [531,] 0.311881678 -1.065270717 0.738787899 3.637003e-01 0.2436523338
## [532,] 0.274496030 -0.823623541 -0.696288429 8.703740e-01 1.9158513238
## [533,] -1.042091201 -1.850312757 -0.798094619 1.641671e+00 -0.5783956931
## [534,] 2.577782987 0.060591035 1.663178295 4.679862e-01 -1.0818317716
## [535,] 0.165075090 -1.801362643 0.420203420 2.457212e+00 -0.2688647506
## [536,] 2.269486814 -0.457223879 1.817336317 -6.264575e-01 -0.0995994868
## [537,] 0.967599699 0.840644483 -0.890853715 -2.678788e-01 1.2383995800
## [538,] 1.775531578 1.305482028 0.436992895 1.679448e+00 -0.2243184272
## [539,] -1.422274737 -1.884702894 0.108998864 3.090458e-01 0.2745006529
## [540,] -2.198867275 -0.947956441 -0.277440343 1.053704e+00 -0.1389912172
## [541,] -1.782921503 0.316166981 -0.382589566 5.990377e-01 -1.5949522741
## [542,] -0.629294171 -0.778395069 0.324864352 -2.666792e-01 -0.0973336601
## [543,] -1.003538410 2.036235245 -0.845867822 1.899762e+00 -1.1508432297
## [544,] 0.044943260 -0.390217179 -2.031227742 -1.772092e-01 -0.0051057720
## [545,] 0.286692851 -0.948267088 -1.020849272 1.107254e-01 -0.1738977625
## [546,] -2.461415292 0.852380033 0.412428666 -1.153031e+00 -0.1343880358
## [547,] -3.100545366 0.904491095 1.376185752 4.537701e-01 0.7297817312
## [548,] -0.168264564 -0.301259880 -0.069295622 -1.196860e+00 -0.1953943328
## [549,] -1.453969196 0.338423280 -0.187855477 -7.059535e-01 0.4231464452
## [550,] -1.624167813 0.908850356 -0.067838632 5.062378e-02 1.5127423698
## [551,] 0.935593106 -0.989613371 -0.647444757 -5.229465e-01 0.2267130328
## [552,] 0.193318156 -1.091762225 -0.463271983 6.353203e-01 -0.6891781972
## [553,] 0.391027250 2.987979149 -0.451152311 -9.148844e-03 0.2633068685
## [554,] 1.017786717 -1.237321546 -0.464677246 2.425188e-01 -0.1868164296
## [555,] 0.263851366 -1.217624845 -0.581436478 2.821069e-01 -0.1983675761
## [556,] -0.466283478 0.423834172 0.133365682 -1.145642e+00 -1.5289038440
## [557,] 0.061993821 -1.009996205 -1.519515975 -9.158210e-02 -0.1523391798
## [558,] 0.730041831 2.786162254 -0.249732618 -1.897700e-02 -0.2099193329
## [559,] -0.946963409 1.329269669 -1.830485174 -3.749513e-02 -1.3948346419
## [560,] 1.164246427 1.893368055 -0.742291742 3.981498e-01 -0.7214878148
## [561,] 0.440018171 2.270193257 -0.475080125 -5.318302e-01 0.4790724797
## [562,] -2.262666499 -1.355386334 1.204558009 -1.531155e+00 1.0379966895
## [563,] 0.077131183 -1.503766207 -1.072351800 2.017275e-01 -0.2745103890
## [564,] 0.788443605 0.252653505 0.129270552 3.978824e-01 -0.7960559828
## [565,] 1.155178949 -0.517894308 -0.540969660 8.007947e-01 1.2773551592
## [566,] 1.120431518 -1.110868830 0.726992349 7.857508e-01 -0.1829081276
## [567,] 0.172411588 -1.363986185 -1.170889287 2.474973e-01 0.3322053028
## [568,] 0.015502356 0.631609197 -0.694993323 -6.126939e-01 -1.5938897726
## [569,] -0.788757563 0.214898073 0.293512266 -8.455229e-01 0.0065147421
## [570,] -0.288130138 -1.032042246 -0.248658692 -1.000877e+00 -0.0751577603
## [571,] 1.449198303 0.598907140 -0.826786869 2.485893e-01 0.2668740274
## [572,] 1.236652862 0.130391487 -0.444589192 -5.391227e-01 1.4555918448
## [573,] 0.573417417 -0.993959391 -0.107047785 1.600021e-02 -0.4161627617
## [574,] 0.724680027 -1.077094568 -0.460106733 -6.502386e-01 -0.1482643167
## [575,] -1.745147456 -1.632878918 1.027799580 -5.380294e-02 0.1539095324
## [576,] 0.026878093 -1.673426780 -0.230056114 -5.115992e-01 -0.6903436365
## [577,] 0.518551358 0.042462951 1.476236896 8.029322e-01 -1.2020060384
## [578,] 0.171004348 -0.503464371 -0.553622203 7.738508e-01 1.8151020920
## [579,] 0.929610735 2.034141983 0.206845000 -4.035930e-01 -0.1106496689
## [580,] -3.467786295 0.083395624 -0.111380116 -1.229096e-01 -0.9168240045
## [581,] -1.303902774 -1.409658986 -1.409187463 -3.685822e-01 1.1992082775
## [582,] 1.079549763 0.125803866 -0.326592253 -3.209664e-01 -0.8520827242
## [583,] -0.074371980 3.435768181 -0.298873911 5.468692e-02 -1.1710564975
## [584,] 0.535974295 1.765147126 -1.060193208 -3.347933e-02 0.1259827063
## [585,] -2.686781892 0.563337321 1.859248006 -8.587398e-01 -2.2985875191
## [586,] 2.037540613 -0.857000339 0.166333832 1.956066e-01 0.0843142846
## [587,] 0.477795761 1.922557027 -0.065965716 -7.915834e-01 0.4489100257
## [588,] 1.757475645 0.810680430 -0.076977171 -1.764703e-01 -0.0377186938
## [589,] -2.373300076 0.733079464 1.420541227 9.545744e-01 0.8965006125
## [590,] 3.757374807 -1.241336384 1.576086877 5.633937e-02 -0.7786252982
## [591,] -2.080395588 1.381081274 -1.119763889 1.940284e+00 -0.7267453474
## [592,] -1.051886778 -1.506303153 -1.419429534 -7.711730e-01 -0.5844886537
## [593,] 0.298394165 1.178727275 -0.195781556 -3.004010e-02 1.2861960389
## [594,] 0.030148883 -1.648656873 1.704167959 3.308797e+00 -0.3392612158
## [595,] -1.721527706 -0.493960219 0.289202593 3.080640e-01 -1.2857505404
## [596,] -1.117947276 -0.953402182 1.247500858 -7.777073e-01 1.8038304130
## [597,] 0.797657754 0.300859909 -1.784182136 2.714563e-01 0.9500818174
## [598,] 1.964001442 -1.576629045 0.882948583 4.840674e-01 -0.6052844243
## [599,] 0.202067531 0.760781260 0.018942269 -1.423853e+00 2.0841160335
## [600,] 1.436056975 -1.140641368 1.129772299 -4.033787e-01 -0.5841539952
## [601,] 0.753902839 -0.584915970 -0.839197512 1.181532e-01 0.7236172945
## [602,] 3.170503939 0.122188486 1.590523416 -4.374432e-01 -1.2893901689
## [603,] 0.452734833 -0.566421565 -0.856965584 -7.979715e-01 0.0581072954
## [604,] -1.764465692 1.495517312 0.449928788 3.144432e-01 -0.2783317338
## [605,] 1.755031093 0.597166064 2.735777962 -1.449776e+00 0.3463716599
## [606,] 0.178242874 -1.346091304 -0.293539094 1.936518e-01 0.4334982489
## [607,] -3.104311999 -1.985638103 1.536102104 5.656525e-01 0.7765793431
## [608,] 1.465836303 -1.013220056 0.138777566 2.957393e-01 -0.4809180989
## [609,] -1.985304161 -1.564932324 -0.340349341 -1.468863e+00 0.3619358603
## [610,] 1.087535352 -1.003337430 0.338501792 -1.248310e+00 -0.2225642152
## [611,] 0.553451090 -0.960696393 0.180620185 -6.279089e-01 -0.6177515212
## [612,] -1.082977205 -0.154979484 1.533949555 -7.395795e-01 0.3644156695
## [613,] -3.280092061 0.181434109 0.709680721 -2.707518e-01 -0.5701704695
## [614,] -0.232763386 -0.123156766 -0.425386225 1.525694e+00 -0.1089796608
## [615,] -1.554205085 1.947468815 0.223318485 1.308376e-01 -1.0308958607
## [616,] 1.705339648 0.246079875 -0.323970800 -3.764761e-01 0.5827104157
## [617,] 0.833460707 1.202223044 -1.017895329 -4.622357e-01 0.7735235995
## [618,] 2.334839033 -0.691664254 -0.448031356 9.941028e-02 -0.5703524710
## [619,] -0.847689262 1.718547440 0.548798031 2.637855e+00 -0.4891503771
## [620,] 2.725092938 -1.114373431 1.461466290 -9.602978e-01 0.1918108389
## [621,] -1.123627218 -1.109612384 -1.298810081 -6.317475e-01 -0.3081027366
## [622,] 0.146860525 -0.860599497 1.095589390 3.582586e+00 0.4542604184
## [623,] -1.951990537 1.698646999 1.248858036 2.151574e+00 2.4229964889
## [624,] -0.202039914 -1.773871911 -1.166628252 -1.509014e-01 0.3001366187
## [625,] 1.722099087 -0.357853382 -0.401433420 -5.744524e-01 0.8160985811
## [626,] -0.775760819 -0.712307112 -1.877889329 3.270899e-01 -0.7010199207
## [627,] 1.825393322 -0.519329451 0.087200322 -7.464897e-01 1.2355675720
## [628,] 0.959224477 -0.553718453 -0.195934806 -2.831702e-01 1.8220078512
## [629,] 0.453758515 1.654656381 -0.602187773 -5.733193e-01 0.8493966854
## [630,] 1.550656489 -0.448138854 -0.702637334 -3.609150e-01 -0.5257854675
## [631,] 0.964938610 1.073978107 0.656655281 9.692613e-01 0.1754330638
## [632,] -0.158831788 -1.556733089 -1.247840394 -4.394068e-01 -0.1262828318
## [633,] 1.838521768 -0.283239845 0.218936085 -1.776596e-01 0.6926601921
## [634,] 0.227481489 -0.895324280 -0.219803830 -1.439069e+00 0.3522917979
## [635,] 1.756229038 1.532945020 -0.310684083 -1.364761e-01 -0.8273709586
## [636,] 0.643287562 2.413658949 -0.232226686 6.407993e-01 -0.6934365986
## [637,] 1.135022962 1.696284882 -0.490266660 -2.858241e-01 0.1867957770
## [638,] 0.445048493 -0.923850096 -0.395639237 7.327349e-01 0.2507031214
## [639,] -1.128747306 -0.098113823 -0.585710592 1.448306e+00 -0.6193827872
## [640,] 1.705304983 -0.315023763 -0.284013433 -6.365728e-01 0.0733131146
## [641,] 0.144202179 -0.978210793 -0.227303000 6.161028e-01 0.6378840252
## [642,] 0.918812691 0.220521000 -0.234362901 -3.553023e-01 1.0641272534
## [643,] 0.362433524 2.250925898 -0.017481362 -7.085282e-01 0.7874087722
## [644,] 2.680463213 -0.314399677 1.881436595 6.947536e-01 -0.8325158881
## [645,] -0.189030918 -0.941048918 0.230419993 5.995318e-01 -0.5891850730
## [646,] -2.317159104 -1.308318333 0.434597961 -2.365327e+00 -0.5109021798
## [647,] -0.177348791 -0.163525391 1.150976197 -9.629115e-01 0.7891304577
## [648,] -1.067618142 -1.698290073 1.034353474 -1.156835e+00 0.6400117428
## [649,] -1.086502690 1.661907128 -0.339098576 -5.998197e-01 -1.4072831888
## [650,] 1.434697841 -1.102893204 -0.488054241 -6.424893e-01 0.0825312110
## [651,] 1.313700636 -1.310219312 -0.080806768 -4.912460e-01 -0.6966998935
## [652,] 0.165130865 -1.067652582 0.115237322 -1.591837e-01 0.1501925215
## [653,] -0.553864402 -0.366262395 -0.802757834 -4.578377e-01 -0.5931748309
## [654,] 1.646243803 -0.129122148 0.661134540 1.282011e-03 0.7448633932
## [655,] 0.192940193 -1.349280263 -0.786132143 -9.100987e-01 -0.1388756403
## [656,] -2.002555461 -1.873286425 1.564062872 -2.494690e+00 -0.9068939951
## [657,] 1.116538676 -1.208031833 -0.180844304 -7.559850e-01 -1.0284101298
## [658,] -2.384397046 -1.169061313 0.273460662 1.505527e+00 -0.2293703020
## [659,] -0.637040015 3.196876503 -1.462854606 -1.597778e-01 0.5306408822
## [660,] -0.647629729 -1.105173302 -0.205473541 2.629692e+00 -0.1237533272
## [661,] -0.016280254 3.308109303 0.189286044 -7.688274e-01 0.4158387484
## [662,] -2.487272281 -1.377121565 1.028614472 1.586258e+00 1.9990154571
## [663,] -2.919355810 1.030982212 -0.895860598 -1.450261e+00 -0.5443810274
## [664,] -2.174343450 0.724175814 -0.213355153 2.548979e-01 -0.9346848426
## [665,] -0.074536367 0.468978288 -0.682710687 -1.322411e-01 -0.9588677157
## [666,] -0.653533539 -1.498631889 -1.153714067 -7.025660e-01 -0.3650016885
## [667,] -0.625526968 2.528007670 -0.297699472 -3.975721e-01 0.4550246776
## [668,] 0.407386866 1.614519921 -0.706062677 -2.893798e-01 -1.2820932000
## [669,] -0.598934000 0.155158601 0.015643323 -2.857359e-02 -1.5805379391
## [670,] -0.990021278 1.680156734 -0.140711362 -1.019203e+00 -0.6999822178
## [671,] -1.574871006 1.056083728 1.079097146 -2.574420e-01 -0.1495073265
## [672,] 1.695306323 -0.923805129 0.249405880 4.739796e-01 0.3871785416
## [673,] -0.502272520 1.912996440 -2.262704404 6.593622e-01 -1.0805335204
## [674,] -3.166539758 -1.561150169 -1.267945266 7.215277e-01 0.8136397761
## [675,] -0.049326075 3.038618566 -0.530211201 1.232931e+00 -0.1012470858
## [676,] 0.075468416 1.341364154 0.971949023 -1.072546e+00 1.5938390212
## [677,] 0.202273330 3.084913758 0.239489006 -6.161232e-01 0.4368764417
## [678,] 1.646076203 -0.715169406 -0.546194538 -1.251901e-01 0.9571561572
## [679,] 1.407234083 -0.068967834 -0.136675242 -7.680163e-01 0.7798569910
## [680,] 0.422928592 -1.361336443 1.094992492 -1.529236e-01 -0.7709865168
## [681,] 1.787710971 -1.324321012 -0.690014858 3.889774e-01 -1.2280021862
## [682,] -1.411434740 -1.104305091 -1.033280785 -5.082997e-01 1.6201345386
## [683,] -0.491258901 -2.021707301 -1.213252296 -6.062326e-02 -0.0909222857
## [684,] 0.643531068 0.397276516 -0.139304473 3.023837e-01 1.1819492043
## [685,] 1.492335504 3.244013425 1.849669846 4.891956e-01 -0.1549106414
## [686,] -0.771349598 -1.114879973 0.322375099 -2.416409e-01 0.0760122841
## [687,] 1.710641820 0.032011404 0.480424877 -4.825350e-01 0.7956547443
## [688,] 1.498853648 -0.622213805 -0.111943247 -4.917203e-01 -0.0219359561
## [689,] -0.412356524 -1.253150973 1.128935428 1.935243e-01 0.2648937075
## [690,] -2.407488289 -0.457947513 -0.838979959 -7.378372e-01 0.1616535449
## [691,] 0.774523606 1.354276800 0.398307264 1.420964e+00 0.1581995414
## [692,] -1.369204861 3.357722950 -1.346914298 -3.321156e-01 1.0312973069
## [693,] -0.894261844 -1.371693946 0.007274084 9.665692e-01 0.3539503191
## [694,] -1.665246899 0.342665357 -0.434279531 -7.900050e-02 -1.2459795585
## [695,] 2.341942451 -0.201429212 -0.150409982 -3.008128e-01 0.2261079669
## [696,] -2.166713631 0.588480317 0.522171848 -2.154899e+00 -1.3603493480
## [697,] -0.454311389 0.076698136 0.542006262 -1.296130e+00 0.6946494646
## [698,] 3.337369722 -1.275278364 1.642042110 -4.880249e-01 -0.2784622382
## [699,] -0.611821287 -0.080279812 -0.055902568 3.278001e-02 0.6274197642
## [700,] -0.067477321 -0.080406609 -0.050307729 1.364891e+00 1.4445920376
## [701,] -0.814586154 -1.085924563 -0.123637685 -3.770907e-01 0.0306371213
## [702,] -0.374933435 1.296048341 -0.159211828 5.924765e-01 -0.4272018112
## [703,] -1.596261741 0.723914711 0.366736052 8.771368e-01 1.4690186301
## [704,] 1.756862945 0.051422289 1.641959104 -4.842986e-01 0.1522315218
## [705,] 0.538391830 -0.152238558 -0.621484446 -8.538342e-01 -0.2937026304
## [706,] -0.025569357 -0.155388098 -2.149221582 1.588342e-01 -0.7559013209
## [707,] 4.051332060 1.313355359 3.046454539 -5.524353e-01 -2.3309083294
## [708,] -0.258175270 -1.591406119 0.905208968 -1.758202e+00 -0.7496648977
## [709,] -0.004186573 2.558060110 0.052318031 -9.407587e-01 0.7196288861
## [710,] -0.447583358 -1.630357624 -0.273291045 5.650160e-01 -0.4637625050
## [711,] -0.935358746 -0.919441933 1.443403878 -1.961405e+00 -0.1238944613
## [712,] -0.182060365 0.706517388 -0.330936784 1.216385e-01 -0.1130611408
## [713,] -0.909927483 1.057699412 -0.604762023 3.172379e-01 -0.8632999843
## [714,] 0.034140870 -1.690348050 1.160667271 -1.346324e+00 -0.1828998077
## [715,] 1.491271323 0.491463707 -0.688110930 -4.810501e-01 0.5995195897
## [716,] -2.511118742 -0.319309244 2.590541204 -8.254163e-01 -0.9436315732
## [717,] -2.152716849 -0.718865865 1.106018678 3.231652e-01 0.4075815563
## [718,] 0.439332340 2.461680170 0.021799472 1.119237e+00 -1.3467408071
## [719,] -0.635427126 -1.913237953 -0.312695825 -3.441667e-01 -0.8371944098
## [720,] -0.201458724 1.156423720 -1.042658451 5.093855e-01 -0.4445731713
## [721,] 0.757407402 0.318773228 -1.306902024 3.670320e-01 -0.1506322074
## [722,] -0.623733935 -1.808533032 -0.480877153 -8.108083e-01 -0.3426077048
## [723,] -0.520850597 -0.095746102 0.483742723 -8.243987e-01 0.1795262419
## [724,] -1.040924271 0.543641895 -1.155203106 -3.825896e-01 -0.2318665593
## [725,] 0.559188908 0.968724865 -0.981955979 -1.214194e-01 1.3891895829
## [726,] -0.609491220 0.075195753 -1.517912902 -8.372119e-02 -0.2475408441
## [727,] -0.724792982 -1.334020247 -0.349709881 -2.258672e-01 0.1376199664
## [728,] -0.029383730 -0.950753491 -0.558894866 -2.110328e-01 1.2649558736
## [729,] 0.750793925 0.326884503 0.503777556 -9.773032e-01 1.9976947495
## [730,] 2.179171015 -0.490952758 -0.287304734 -4.483084e-01 0.3414928178
## [731,] 0.004674951 0.076536250 -0.173470614 -4.958128e-01 0.1535838152
## [732,] 0.974937640 1.020087108 -0.609160017 -2.750314e-01 0.4671460549
## [733,] -2.243237682 -0.998610048 -0.271735092 -2.767036e-01 1.2811192180
## [734,] 0.395662462 -1.388585892 0.309833961 -3.409127e-01 -0.6412649465
## [735,] 1.117140500 1.366901728 0.324907886 6.495121e-01 0.5658378897
## [736,] 0.513343281 -0.516031246 -0.967169431 9.316834e-02 -0.5739822708
## [737,] -0.126238488 -1.314292545 -0.167748558 -2.113109e-01 0.5665964236
## [738,] 0.455728228 0.992750600 -0.960877394 1.438360e+00 -1.2225916257
## [739,] 0.261047845 -1.329743170 -0.088812767 -1.358487e-01 -0.0915743411
## [740,] 0.685407287 0.475302698 -0.850457225 3.242402e-02 1.1722330025
## [741,] -2.278377382 1.395596953 -0.351736852 9.875549e-01 -1.2460934237
## [742,] 0.941627064 -0.850364140 0.385237221 -1.311161e-01 -0.6050201391
## [743,] 0.990532775 -1.152890760 0.045530686 -7.938976e-01 -0.0906299257
## [744,] -0.479590554 2.364821142 0.029166054 8.828244e-01 0.8493673319
## [745,] -2.940084100 1.428945064 0.401940618 1.584368e+00 -0.7117160986
## [746,] -0.883529466 1.843509349 -0.667428858 5.600112e-01 -1.8372022928
## [747,] -1.732518549 -0.883948037 -1.816848533 -2.417774e-01 1.3911791545
## [748,] -1.279256758 -1.526869053 -0.928343179 2.228727e+00 0.0421440959
## [749,] -1.538174530 0.040070555 1.007229825 -1.329165e+00 0.7847888768
## [750,] 0.810881974 2.228148887 0.938698111 -9.856666e-01 0.5342055596
## [751,] 0.313915576 -0.125621561 1.161435074 1.722043e+00 1.4176893023
## [752,] -0.686663174 -1.076485436 -1.156380038 -4.968229e-01 0.2041032783
## [753,] 1.214175365 -0.451475716 -0.376678469 -3.440475e-01 -0.2607429631
## [754,] -3.536839474 -2.030174014 0.387173126 -2.643623e+00 0.0669143554
## [755,] -0.943422396 1.557927855 -0.162869644 -2.251575e-02 -0.1698955785
## [756,] -1.752981178 -0.808037178 -0.012366183 1.374616e+00 0.4911692938
## [757,] -1.001203786 0.923553213 -0.961882735 5.476746e-02 -0.3245118684
## [758,] 0.546171231 0.975959235 -0.318807144 -3.121721e-01 1.3774254197
## [759,] 1.061503814 -0.267265946 -0.983341993 -3.644062e-01 1.3142064035
## [760,] -1.084444104 3.329631982 0.237571060 -8.282877e-01 1.6980571909
## [761,] 0.926482778 -1.240093311 0.042700341 1.193983e+00 -0.2870976806
## [762,] -1.674875045 1.564698200 -0.404536488 -2.486830e-01 0.2617922172
## [763,] 2.012865700 1.498685290 -0.214542283 -1.964149e-01 -0.8667989053
## [764,] -1.561067382 1.921897914 -0.866842787 -3.906710e-01 -2.5398720121
## [765,] 0.100340070 -0.613781009 -0.763855604 -1.347709e-01 0.4989652391
## [766,] 0.283290637 0.097001817 -0.077141667 -6.871133e-01 -0.5226686533
## [767,] 1.059633773 0.836517204 0.424753643 -2.043597e-01 0.9569693910
## [768,] 0.839344740 -1.151004764 -1.008520943 8.687219e-02 -0.0825969923
## PC6 PC7 PC8
## [1,] 0.3569498928 -0.858262022 0.973669027
## [2,] -0.4060647160 -0.756541009 0.353983856
## [3,] -0.0399914575 1.152239401 1.067832066
## [4,] -0.4122511681 0.029228254 -0.130562776
## [5,] 1.0776386251 -0.549000452 -0.319143547
## [6,] -0.4097269708 0.610266380 -0.038551139
## [7,] 0.4308838429 -0.235591486 -0.075800545
## [8,] 3.1623236733 0.834229106 -0.235098279
## [9,] -1.0888274066 -1.357207514 -0.612851240
## [10,] -3.2331150716 -0.190214370 0.856483255
## [11,] -0.0287980922 0.654132499 -0.688095344
## [12,] 1.0102865580 1.482510794 0.251265467
## [13,] -0.5185188180 0.280844378 -0.125055201
## [14,] -1.6809822220 -1.212701456 -3.074727031
## [15,] -0.7386354093 -0.621549506 0.112038761
## [16,] 2.3859253546 0.167314408 -0.384437923
## [17,] 0.1319143424 -0.607416985 -0.519278300
## [18,] 0.0098392375 0.913971973 -0.287964896
## [19,] 2.1263872496 -1.233983381 -0.202301521
## [20,] -0.0270916097 -0.546535255 -0.016262388
## [21,] -0.4118684056 0.336220298 -0.191067558
## [22,] 0.1317325821 0.083293771 -0.968056294
## [23,] 0.5550938734 0.731664599 0.329596904
## [24,] -0.0642522544 0.847134851 1.251723911
## [25,] -0.0807999965 0.282990032 0.160577385
## [26,] 0.2265283363 0.492600840 0.204599840
## [27,] 0.8792228560 0.327215170 -0.366263930
## [28,] -1.0131764429 0.239117447 -0.334572968
## [29,] -0.7572224122 0.293322793 0.456091320
## [30,] -0.3154760671 0.379872819 -0.550538587
## [31,] 0.2821839133 -1.533160139 -0.213805766
## [32,] -0.6612436989 0.320333224 0.353455443
## [33,] -0.2670695422 0.414520551 -0.183144841
## [34,] -1.4991161600 1.010664702 -0.068912366
## [35,] -0.1663986471 0.168043768 0.954592341
## [36,] -0.8235515453 -0.081814924 0.005216571
## [37,] 0.5240576698 1.508174625 0.055340226
## [38,] 0.2046548252 -0.167339781 0.600675325
## [39,] 0.5887907527 -0.448799348 0.485428048
## [40,] -0.2561638845 -1.401872835 -0.455503444
## [41,] 0.5655282277 0.217921112 1.059440201
## [42,] 0.5488053024 0.861238814 -0.505739109
## [43,] -1.2151027100 -0.292932289 0.319815144
## [44,] -0.2280264935 0.391066927 -0.738106996
## [45,] 0.2634623748 0.368120375 0.382642066
## [46,] 0.7787805128 -0.096407885 1.414608398
## [47,] 0.3037710987 -0.037638446 0.085985222
## [48,] -0.4357007637 0.079235295 0.213906605
## [49,] 1.0819190956 0.326925883 0.382566901
## [50,] -0.1382210601 0.480040290 1.133944989
## [51,] -1.6517223740 0.377684100 0.040390725
## [52,] -0.1674887853 -0.258878454 0.109919408
## [53,] -0.4123151714 0.164269346 0.256166668
## [54,] -0.7131011340 -0.441640169 -0.180476090
## [55,] -0.0873643588 0.041582915 -0.245224779
## [56,] -0.1865678559 -0.039204952 -0.141693614
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## [58,] 0.2180122670 -0.857743599 0.204030228
## [59,] -0.0242624258 -0.497897789 -0.732289353
## [60,] 0.7015054567 -0.397596812 -0.127119188
## [61,] -0.4785730147 -0.251762938 0.717305361
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## [63,] -0.3977560008 0.090002741 -1.137335383
## [64,] -0.3937618051 0.011207112 0.919861150
## [65,] 0.5384832884 0.197077513 -0.521389858
## [66,] -0.1541903765 -0.004706674 0.497135361
## [67,] -0.7504356573 -0.951881450 0.285608221
## [68,] 0.0592904995 -0.957619803 -1.441297800
## [69,] -1.0625669470 -0.083656745 0.157591573
## [70,] -0.6593339092 0.431376474 0.736389011
## [71,] -0.0986363809 0.052716730 -0.379459058
## [72,] -0.1043648635 0.405684743 0.804045308
## [73,] 0.9696034449 1.638286319 -0.623796054
## [74,] -0.6061750193 1.008814166 -0.759049774
## [75,] -0.2346826936 -0.115321778 0.226666429
## [76,] -0.1571177092 -0.454295433 -0.902736621
## [77,] -0.0567773576 0.312563788 -1.237500452
## [78,] 0.6303958288 0.246940025 0.363922994
## [79,] 3.2949444252 -0.630612845 -0.651047474
## [80,] -0.3811422674 -0.001926663 0.717167936
## [81,] 0.2174816959 0.181593676 0.612358389
## [82,] -0.4585605033 -0.383613968 0.563485774
## [83,] -0.5160824462 0.359079903 -0.133166875
## [84,] -0.5030552810 -0.387050507 0.760925582
## [85,] 0.5284406165 0.674219107 -0.894181588
## [86,] -0.4049340672 0.046202348 -0.046531452
## [87,] 1.0380846794 0.149290001 1.272583600
## [88,] 0.5165389640 -0.032521897 -0.305726288
## [89,] 1.0909191072 1.167409614 0.476595633
## [90,] -0.3534872603 -0.143314151 0.442668342
## [91,] -0.6773859032 0.185607808 -0.232312635
## [92,] -0.5650994434 0.293878726 -0.639048223
## [93,] 1.1670350215 -0.335431099 -0.403954399
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## [95,] -1.1047894777 0.655670483 0.739405079
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## [97,] 0.3141738469 -0.201788466 0.369301813
## [98,] -0.5488862835 -0.170016787 -0.153750838
## [99,] 0.4831933543 0.524126970 0.434586605
## [100,] 0.4280143922 -0.489048578 -0.405167625
## [101,] 0.4564044932 0.123643130 -0.175137124
## [102,] -0.0059613708 0.319137343 0.445603498
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## [107,] -2.5421970924 0.518974607 -0.295704915
## [108,] 0.1244051240 -0.389596754 0.360638088
## [109,] 0.6142373016 -0.111053540 0.160555531
## [110,] -0.1578499881 -0.166600733 -0.203837009
## [111,] 0.0925541370 0.312573146 0.970669685
## [112,] -0.2799667521 0.353528601 -1.471138294
## [113,] -0.3420460775 -0.232109354 0.354535522
## [114,] 0.5033511617 0.630967307 -0.908554092
## [115,] 0.3984672299 0.055937334 0.581819832
## [116,] -0.6571591735 -1.093482425 -0.470399208
## [117,] 0.3164371062 0.183532426 -0.434186633
## [118,] 0.9311779941 0.737499878 -0.830801208
## [119,] 0.1353963374 0.412874548 0.508819462
## [120,] -0.8823272096 0.756352963 0.240943581
## [121,] 1.4407505227 -0.461631140 0.825774206
## [122,] 0.7334000881 0.403596557 1.050272065
## [123,] -0.1626742022 0.165422323 0.093063745
## [124,] -0.5615929896 -1.660053725 -0.570214950
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## [160,] 1.3629131838 1.380270000 0.972984170
## [161,] -0.5501202801 -0.332820287 1.471183873
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## [496,] -0.2468676776 -1.269488723 0.006887223
## [497,] -0.2196199761 0.564863845 -0.139158673
## [498,] -0.4733299948 0.234886008 -0.578176308
## [499,] -0.3563452097 -0.874918089 1.200330133
## [500,] -0.5434538406 0.148878491 0.410696909
## [501,] -1.2968862967 0.564204185 0.374278665
## [502,] 0.4628555228 -0.195094441 0.109765725
## [503,] 0.5247901332 -0.687397295 -0.970102077
## [504,] 0.2966257112 -0.024671856 -0.306172993
## [505,] 0.2880024168 -0.970492146 0.304197200
## [506,] 0.1253296245 1.052467183 -0.924942119
## [507,] -0.3243265857 -0.565571185 0.608292378
## [508,] -0.3658853505 0.272524965 0.053906312
## [509,] 0.1894806241 0.233575938 -0.190587234
## [510,] -0.5590767849 -0.825650025 -0.470757047
## [511,] 0.2685466879 0.279476552 0.389178408
## [512,] -0.9993789536 0.131359751 0.034773938
## [513,] -0.2578326051 -0.499321811 -0.690581484
## [514,] -0.1759995054 0.496128393 -0.426335645
## [515,] -0.0808444940 0.143766502 0.037951898
## [516,] 0.0189616007 0.276774859 0.469412363
## [517,] -0.7244633056 -0.133227449 0.291368597
## [518,] 0.2954863223 -0.095183799 -0.749170022
## [519,] 0.9908962307 1.154736388 -0.823368764
## [520,] -2.3048850150 -0.526565446 -1.422779699
## [521,] -0.7625266245 -0.238045318 0.120851046
## [522,] -0.3380203039 0.203818707 0.293471231
## [523,] -0.1448094928 0.170994220 1.192639053
## [524,] 0.5806526267 0.543360703 -0.352868549
## [525,] 0.5775912215 0.496139779 -0.123053737
## [526,] -0.5082910029 0.339880496 0.450698684
## [527,] -1.1921767776 0.071336186 0.323968226
## [528,] -0.6600046483 0.457718391 0.004141345
## [529,] -0.4557229427 -0.090415749 -0.077715091
## [530,] -0.6254829347 -0.307927388 -0.264709660
## [531,] -0.0896857158 0.398684134 0.032771047
## [532,] 0.8149455935 0.317191564 -1.098793367
## [533,] 0.5950590411 -0.752990602 0.260236132
## [534,] 2.2830138838 0.039715240 -0.519943088
## [535,] 0.1363393505 -0.136633273 -0.170626160
## [536,] 2.6325508247 0.213978934 0.002287403
## [537,] -0.9501989419 -1.077205389 -0.838828500
## [538,] -0.9943396652 -2.632481747 -1.546599572
## [539,] -0.5382273914 0.031340744 -0.100760768
## [540,] -0.6760201665 -0.098764088 0.542734767
## [541,] 0.2782994628 0.037283442 -0.605782433
## [542,] -0.3454255459 0.341458401 -0.204565308
## [543,] 0.0329844861 -0.392351101 0.013270410
## [544,] 0.0300968673 0.545576170 -0.494787035
## [545,] -0.4973761222 -0.395771689 -0.170825757
## [546,] -0.3664102731 0.737283349 0.697321789
## [547,] 0.5477775789 -0.572318895 -0.281023004
## [548,] 0.0645984422 0.366923665 -0.191368255
## [549,] -0.3588492533 -1.745272267 1.025161195
## [550,] -1.3047274748 0.095385675 1.770636749
## [551,] -0.3104443104 -0.069928854 0.901797827
## [552,] -0.1923515082 0.164069676 -0.188014583
## [553,] -0.7395916295 -1.237790309 -0.784296377
## [554,] -0.0813463052 -0.134088783 0.010887755
## [555,] 0.2556498196 -0.281361991 -0.814548152
## [556,] -0.6434947577 0.162866901 0.173701372
## [557,] 0.5418140928 -0.811285907 0.434332244
## [558,] -0.2180497036 -0.533145024 -0.619457886
## [559,] 1.8934713706 0.213347704 0.305182308
## [560,] 0.1950760226 1.343523687 -0.552758699
## [561,] 0.2741778370 -0.615423504 -0.663134837
## [562,] 0.4748772229 -0.171065713 0.126276160
## [563,] 0.3196170915 -0.246993354 -0.159824034
## [564,] -0.0283824834 0.301428618 0.082856615
## [565,] -0.4711221555 0.065188537 -0.819585332
## [566,] -0.2624363641 0.329936467 -0.240845890
## [567,] 0.4526625050 0.007461542 0.156148425
## [568,] 0.2345075856 -0.771278795 -0.360804178
## [569,] -0.1280480924 -0.244226389 0.516228927
## [570,] -0.0423894160 -0.817250607 -0.289739201
## [571,] 0.0509209667 -0.346474996 -1.104005530
## [572,] -1.5142122158 0.879662206 0.331157084
## [573,] 0.2025449225 0.155951670 0.690752898
## [574,] 0.3664846404 0.274384044 -0.606747014
## [575,] -1.4779972783 0.552083056 -0.397301884
## [576,] 1.0867556556 -0.772435014 0.909037225
## [577,] 0.0019920595 0.116365670 -0.043587973
## [578,] 0.6292711011 0.899767162 -0.718460907
## [579,] 0.2174707342 1.110792617 0.209537446
## [580,] 0.4504836840 -3.352285270 3.534735366
## [581,] 0.3254158046 -0.189412196 1.346208194
## [582,] 0.0570536942 0.335473803 0.944317483
## [583,] -0.1411888388 -0.336715694 0.261455236
## [584,] 0.7575912350 0.453528188 -0.943327652
## [585,] -1.5927451329 0.240161863 -2.368814020
## [586,] -0.4136885757 0.021404381 0.171464629
## [587,] 0.9001344986 0.462826343 -0.147685821
## [588,] -0.2510706642 0.748331510 -0.108910359
## [589,] -0.7309787730 -0.856124531 0.192212902
## [590,] 1.1871660903 -0.759610148 -0.494507809
## [591,] 1.2296359611 0.415857845 0.308629911
## [592,] 0.1997391651 -0.187506707 0.417183700
## [593,] -0.0008458607 -0.405554223 -0.524798900
## [594,] -0.3399002509 0.251245230 -0.448995987
## [595,] -0.2328821534 0.177600181 0.166923211
## [596,] -0.7185902166 0.553776786 0.267140650
## [597,] 0.7621243809 -1.218009602 -2.045914399
## [598,] 0.9957819112 -0.295410622 0.083652239
## [599,] 0.5085076882 -0.444965846 -0.001874840
## [600,] -0.0110797250 -0.355642178 -0.013165070
## [601,] -1.0144480394 0.120832060 0.413234731
## [602,] 1.8564947540 0.122600952 -0.123535172
## [603,] -0.3769479499 -0.726885520 1.119421300
## [604,] 0.0351243520 -0.587865840 0.077573155
## [605,] 2.3779915837 -0.520795159 0.683849858
## [606,] 0.6930833304 -0.106668668 0.790724483
## [607,] -0.2412029015 0.489554068 0.324783364
## [608,] -0.9872016092 -0.299853096 0.530014985
## [609,] -0.0955780491 -0.223763306 -0.257871250
## [610,] -0.7836734703 0.161602550 -0.449931301
## [611,] 0.1968821871 0.263660562 -0.368228002
## [612,] 0.2440498848 -0.184577747 0.141268266
## [613,] -0.4137127644 0.424485313 -0.021883631
## [614,] -0.1285194362 0.777572275 0.588172925
## [615,] 0.4411057462 0.333655706 -0.105045663
## [616,] -0.4642232194 0.406234296 -0.203003200
## [617,] -0.7891936637 1.007720976 -0.135517814
## [618,] -0.8304956390 0.077570411 -0.059665746
## [619,] -0.5499403920 0.038046732 0.392764389
## [620,] 2.3598288071 -0.614053949 -0.313040770
## [621,] -0.2307866398 -0.171901936 0.002869429
## [622,] -1.2098891332 0.210725774 0.286610488
## [623,] 0.1423951393 0.596890802 -0.031307679
## [624,] 0.6591839064 -0.027257642 -0.726984195
## [625,] 0.2106568681 0.528853846 -0.312509933
## [626,] -0.0879652544 -0.087393259 0.453303129
## [627,] -0.5279326551 0.236174792 0.117704674
## [628,] -0.2139802684 0.431730128 -0.127733038
## [629,] 0.1836315225 -0.190296541 -0.531428024
## [630,] -0.2628863303 0.442748018 0.605106455
## [631,] 0.0345503150 0.760567767 -0.154141345
## [632,] -0.2754769586 -0.441768121 0.300104209
## [633,] -0.1029141998 0.401130207 -0.109268344
## [634,] -1.0757241664 0.392753313 -0.217950009
## [635,] 0.2320425822 1.251652024 -0.224889524
## [636,] 0.4758578495 1.575049310 -0.319775827
## [637,] -0.2055192447 -0.500333180 -0.668962762
## [638,] -0.4311401492 0.388850755 -0.274817274
## [639,] 0.5401177305 0.603589977 -0.250094732
## [640,] -1.2986229374 -0.198159151 0.104717029
## [641,] -1.1654870082 -0.024517253 -0.432580974
## [642,] 0.4461064815 0.847234728 -0.173572111
## [643,] -0.1692868167 -0.296607530 -0.098750258
## [644,] 1.9804637575 -0.291392438 -0.528719269
## [645,] -0.7909316144 0.187938465 0.005096491
## [646,] -0.2566589533 0.092509686 -1.014231529
## [647,] -1.0807594431 -0.256130364 0.493064099
## [648,] 0.9405105830 -0.232727222 0.818210175
## [649,] -0.4325738352 0.626134233 0.736343359
## [650,] -0.1428185360 -0.451815672 0.648484848
## [651,] -0.3012351548 -0.231325733 0.034998625
## [652,] 0.2396650095 -0.223942637 -0.152137343
## [653,] 0.1810737372 0.180891943 0.779545769
## [654,] 0.1319721225 0.148101048 -0.079770346
## [655,] -0.0526008656 0.019740358 -0.192736755
## [656,] 0.1444206989 0.453614929 -1.671935978
## [657,] -0.5881500234 -0.161666746 0.778330461
## [658,] -0.3890174555 -0.998370014 -0.171810466
## [659,] 0.0271930983 0.782697751 -0.650584196
## [660,] -0.5648676122 0.307935656 -0.198748129
## [661,] -0.1951917451 0.221027587 0.255966705
## [662,] 0.7829283922 0.198596936 1.880814359
## [663,] -0.6347576287 0.256183576 0.546440081
## [664,] 0.3592735619 0.321410028 0.796747284
## [665,] 0.7912599443 -0.603525315 0.843011523
## [666,] -0.3182086906 -0.272822190 0.439845920
## [667,] -0.1554837994 -2.131171094 -0.050389105
## [668,] 0.1624336624 0.344611929 0.765893569
## [669,] 0.3265653030 -0.463807347 -0.584369517
## [670,] 0.0119081938 0.110130581 0.724538913
## [671,] 0.1399027111 -0.452730171 0.114101736
## [672,] -0.2419009325 0.178612021 0.108351571
## [673,] -0.6227780482 0.397377185 -0.712170321
## [674,] 0.7041738552 0.990783603 -1.171223715
## [675,] 0.0885012089 -0.988909229 -1.417164103
## [676,] 0.4364452258 0.890154089 0.860778430
## [677,] -0.5975279401 0.114867143 0.277734364
## [678,] 0.5352703353 -0.083275879 -0.860940405
## [679,] 1.1482475858 0.382011632 -0.383889301
## [680,] -0.9230012676 0.426712890 -0.827137893
## [681,] -0.3908761006 -0.137132514 0.003002738
## [682,] 1.4500616865 -0.401691225 0.739639842
## [683,] 0.9772612800 -0.359357111 -0.301927222
## [684,] -0.1330346398 0.810765913 -0.194833068
## [685,] -3.0626108042 -1.634929784 0.634537848
## [686,] -0.4357406996 0.323547367 -0.262232095
## [687,] -0.3796861403 0.690425189 0.344000289
## [688,] 0.3743607588 -0.612494589 0.284812805
## [689,] -1.2488411829 0.282729865 0.401023898
## [690,] 0.4877438755 -1.406231205 -0.191967594
## [691,] -0.7282962532 1.100604142 -0.108909502
## [692,] 0.2606897666 1.725963633 -0.167282565
## [693,] 0.3758678313 0.260862320 0.137139798
## [694,] 0.6988339214 -0.466481064 0.563685357
## [695,] -0.3657911478 0.188913866 -0.320318832
## [696,] -1.4559828911 0.508120458 -1.484873967
## [697,] -0.2970716604 0.143707441 0.511524791
## [698,] 1.6343183397 -0.534674124 -0.241004062
## [699,] -0.5742799487 0.842309089 -0.633565473
## [700,] 1.1420670527 0.909236389 -0.807238178
## [701,] -0.2496971126 0.230309293 -0.434959284
## [702,] -0.4124502574 -0.753690001 0.783647650
## [703,] -0.3551525823 -1.471949252 0.754622900
## [704,] 2.9440419593 -1.205404556 -0.676504330
## [705,] -0.4997979816 0.377462706 0.009494570
## [706,] 0.6130763501 0.318509112 0.185284936
## [707,] 0.0579672366 0.648330722 1.272825693
## [708,] 0.3876398645 0.358437988 -1.058066348
## [709,] 0.4274850123 0.549495310 0.194581580
## [710,] 0.2965847827 0.163066641 -0.510257932
## [711,] -0.4948974365 0.866718237 -1.028828650
## [712,] -0.2890203905 -0.309395779 0.594524675
## [713,] 1.6018880947 0.400358349 0.778669126
## [714,] -0.7352271158 0.178926080 -0.502303003
## [715,] -0.2117995361 0.110059906 -0.508632535
## [716,] 0.3481294876 0.677754866 -0.096286709
## [717,] -0.3879491049 0.105741257 0.803442773
## [718,] -0.5039859216 -0.378876888 0.097089773
## [719,] 0.2273885508 -0.389271073 0.176432382
## [720,] 0.2460993110 -1.124546747 -0.182419179
## [721,] -0.6658170283 -0.039043383 -0.106032914
## [722,] 0.2579651432 0.044257105 -0.257763076
## [723,] -0.3773328024 -1.125266061 0.334827450
## [724,] 0.0981033165 -0.332256884 -0.268362688
## [725,] -0.7427103720 -0.758904096 -0.843987882
## [726,] 0.5819237324 -0.653343029 0.545118976
## [727,] -0.3253153617 0.070668573 -0.380393799
## [728,] -0.3816039875 -0.001909658 0.899508780
## [729,] -1.1113698241 0.840785836 0.937241223
## [730,] 0.4973816863 0.311536946 -0.518130041
## [731,] -0.5856828111 -0.187509479 0.330439015
## [732,] -0.3676351776 1.773143068 0.136956467
## [733,] 0.4152769588 0.380730288 0.685728640
## [734,] -0.1331157530 0.158042065 -0.109740013
## [735,] -1.0053741459 -1.234407149 -0.622269134
## [736,] 0.7849623075 -0.122426457 0.384229572
## [737,] -1.2255665583 0.168915467 0.383831994
## [738,] 0.1107981232 0.017559701 -0.337516255
## [739,] 0.3774717439 0.457416098 -0.853742374
## [740,] 0.4696969156 -0.755367665 -1.196014337
## [741,] 0.6696589906 0.379769780 -0.238417651
## [742,] 0.6200868256 0.007772446 -0.183916906
## [743,] -0.1274618551 0.055862914 -0.163027334
## [744,] -0.3277869665 0.814966806 -0.163086311
## [745,] 0.4201835181 1.497682576 0.565215171
## [746,] -0.3462272050 0.564553680 0.160932933
## [747,] 0.8492856207 -0.228424908 0.725463006
## [748,] 0.7102183115 -0.610265803 -0.442303602
## [749,] 0.2272668528 -0.066509145 0.141817840
## [750,] 0.0125501830 -0.470373379 0.348286932
## [751,] -0.0217252401 1.197876341 0.087481797
## [752,] 0.2487946032 -0.447960335 0.375881298
## [753,] -0.0973792939 0.012309439 0.709907890
## [754,] -0.5909358623 0.130672179 -0.867174630
## [755,] 0.2486654846 -0.135314001 1.164686607
## [756,] -0.5916915467 -0.643634903 0.223734556
## [757,] -0.2508676678 -0.034151548 1.329355935
## [758,] 0.2421313840 -1.539398295 -0.974515009
## [759,] 0.3123329597 0.206897939 -0.763842284
## [760,] 0.0145268856 -1.012507157 -0.050434007
## [761,] -0.0425110351 0.076695338 0.326885073
## [762,] 1.5081047064 0.210255898 0.926381513
## [763,] -0.1290104205 0.928422785 -0.190214022
## [764,] -0.0772713570 -1.140613537 -0.138500074
## [765,] 0.5289939485 -0.152010309 0.467227243
## [766,] -0.5379193778 0.335344678 0.289250403
## [767,] 0.1532072800 -1.179539450 -0.533995863
## [768,] -0.1499986405 -0.245075649 0.515610204
# Identifying the scores by their survival status
diabetestyp_pca <- cbind(data.frame(Outcome),diabetes_pca$x)
diabetestyp_pca
## Outcome PC1 PC2 PC3 PC4 PC5
## 1 D -1.067806862 1.234090757 0.095867368 4.966665e-01 -0.1099132790
## 2 ND 1.120952811 -0.733373746 -0.712473852 2.848706e-01 -0.3892535190
## 3 D 0.396218504 1.594836615 1.759531796 -7.034879e-02 0.9058835066
## 4 ND 1.115054156 -1.270413093 -0.663296973 -5.787458e-01 -0.3558278959
## 5 D -2.357797682 -2.183396333 2.961176841 4.030472e+00 0.5922982735
## 6 ND 1.434816261 0.835032943 -0.220188660 -4.475530e-01 0.4436833028
## 7 D 0.929569845 -1.107218102 -0.536228863 -1.445658e-01 -1.2508762973
## 8 ND 2.148406325 0.855344470 1.253824488 -6.378529e-01 -1.2338619618
## 9 D -3.295777171 -0.241996927 1.869642773 -3.032619e+00 -1.1020611752
## 10 D 1.838652045 3.204572290 0.660301809 -3.767756e-01 -0.5097192236
## 11 ND 0.532206965 0.647185445 -1.365946780 -2.870690e-01 1.1840699108
## 12 D -0.447648966 1.927673986 0.417177197 -3.139047e-02 0.9789396898
## 13 ND -0.703519595 2.847065556 1.656130591 2.692405e+00 0.4207182669
## 14 D -3.784640161 -0.524980983 3.616694044 -3.319283e+00 -1.4681925451
## 15 D -1.007494805 1.275379750 1.424970355 -4.720614e-01 -0.0179935763
## 16 D 2.414600089 0.342270472 1.766003072 3.427586e-01 -1.1007290421
## 17 D -2.209870937 -1.753589136 -0.939557406 -1.260106e-01 -0.0157632755
## 18 D 1.179817980 1.120506726 -0.467570771 -1.192156e-01 0.1684562364
## 19 ND 0.154019940 -1.391740693 -0.318005055 -5.744737e-01 -0.8047995321
## 20 D -0.333030410 -0.877046036 -0.246559627 1.362972e-01 0.1084890755
## 21 ND -2.035423962 -1.213617776 -0.368010376 1.432944e-01 -0.2025569494
## 22 ND 0.292214484 2.227179832 -0.834633612 5.264897e-01 0.1382160610
## 23 D -1.125944080 2.081456071 0.245693105 -5.728048e-01 2.0435188731
## 24 D -0.059816990 0.765744394 -0.960672312 -1.159440e-01 -0.9049779357
## 25 D -1.986235966 2.172673898 -0.767974598 -6.168958e-01 -0.9420038087
## 26 D -0.446739972 1.444374350 -0.225433603 -6.264237e-01 -1.2640520804
## 27 D -0.115431584 1.863873590 -0.306591210 -4.723917e-01 0.9900508460
## 28 ND 1.066311830 -1.162867506 0.357049964 -6.075180e-02 -0.1839095928
## 29 ND -0.610206498 3.296004903 0.376474491 -6.373178e-01 -1.3833910655
## 30 ND 0.354706149 1.274696465 -0.864670362 4.033645e-02 1.0110643778
## 31 ND -0.597672485 1.588193453 -0.571995163 8.262329e-01 -0.2566604700
## 32 D -1.801059862 -0.973944510 1.088018517 -1.482012e-02 -0.0197674938
## 33 ND 1.772412677 -0.604472895 -0.113848222 -2.132337e-01 -0.3799579053
## 34 ND 1.728014295 1.023870122 -0.841476865 -1.516382e-01 0.0882989840
## 35 ND -0.379868758 1.793043724 -0.313540252 5.686280e-01 -1.0175377867
## 36 ND -0.325085475 -0.752537890 1.142872973 1.080096e+00 -1.2318541889
## 37 ND 0.199737520 2.116944330 -0.007353667 5.672587e-02 0.2283670467
## 38 D -0.669707496 1.292634455 -0.673243978 1.233193e+00 -1.1692337748
## 39 D -0.095994098 -1.197090540 -1.251479711 7.194905e-01 -0.3564861069
## 40 D -2.573770162 -0.029216804 0.863457833 2.296661e+00 -1.0248751718
## 41 ND -0.514649628 -0.281067211 0.513311815 -1.277694e+00 0.8469551206
## 42 ND -0.395481909 1.375073091 -0.233956468 8.015108e-01 1.1616013764
## 43 ND 0.485829044 1.903943946 -0.847747850 -3.486334e-03 -0.4780882592
## 44 D -3.594902619 1.980957249 -0.158479004 -2.636791e-02 0.4356412096
## 45 ND 0.668395536 1.796905836 0.780971651 -6.655706e-01 0.6176258662
## 46 D -2.325769110 -1.682533513 1.803596970 3.031749e+00 1.9395979590
## 47 ND 1.038568883 -0.116574378 1.012403214 -3.957443e-02 1.4130768405
## 48 ND 1.115065590 -1.133172378 -0.816711245 1.039009e+00 -0.3920769394
## 49 D -0.122567195 0.202000837 -1.099915201 2.755047e-01 -0.6664367758
## 50 ND 4.353716521 0.397434611 2.930891052 -4.234297e-01 -1.9816499829
## 51 ND 1.275941525 -0.740560677 0.127317492 5.467222e-02 0.3171530173
## 52 ND 1.550773073 -0.882885457 0.585072380 2.873372e-01 -0.0745320907
## 53 ND 1.215658193 0.082981417 -0.414902305 2.101654e-01 -0.7992794354
## 54 D -2.937703952 1.757758478 0.728717553 -1.024282e+00 -0.6803789333
## 55 ND -2.505575096 0.004527801 1.199478847 -3.558466e-01 -1.4246199149
## 56 ND 2.548801700 -0.998964712 -0.195777351 9.074305e-04 -0.3142285201
## 57 D -2.547666030 0.449805646 0.868579683 -1.862866e+00 -0.7070804343
## 58 ND -2.361423312 -1.987188256 -1.366489473 1.549474e+00 -0.0661110082
## 59 ND -1.272541325 0.159104577 1.488400464 3.238167e+00 2.6422765365
## 60 ND -0.473681297 -1.978609521 -1.098647588 -8.013898e-01 -0.2869696193
## 61 ND 4.853806684 -0.755909832 2.622470097 -2.982758e-01 -1.5546870700
## 62 D 0.522305603 1.793253043 -0.114965718 -3.187043e-01 0.4100599103
## 63 ND 2.161297211 0.511217412 -0.371329169 1.431742e+00 -0.7452224647
## 64 ND -0.175456571 -1.193171771 1.089291428 2.580418e-02 -0.2350715240
## 65 D 0.870625784 1.620623356 -0.215057987 -1.324419e-01 0.1369967515
## 66 ND 0.669185517 0.241896328 -1.011901720 -1.280172e-01 -0.5386692820
## 67 D -0.440465299 -0.482602512 -0.547956737 1.374110e+00 0.7507896884
## 68 ND -0.609895141 1.249529356 -0.598269521 1.503267e+00 1.6290218194
## 69 ND 1.811883391 -0.649394331 0.043954305 -1.217999e-01 -0.0436711590
## 70 ND -0.351247459 -0.049013225 -0.378027931 -1.084346e+00 0.2115090619
## 71 D 0.074772124 -0.913156621 0.266497607 1.147461e+00 0.1094790754
## 72 ND -0.431565023 -0.494649650 0.391920510 -5.845412e-01 -0.6726898424
## 73 D -0.825041632 2.715798126 -0.788320099 8.187880e-01 0.3297255022
## 74 ND -0.931913053 -0.662257376 -0.308754529 -1.275699e+00 -0.0657155039
## 75 ND 0.805006910 -1.261995612 -1.310775428 4.846418e-01 -0.0815224682
## 76 ND 3.181695438 -1.552619002 -1.570629917 6.879683e-01 -1.7124146264
## 77 ND 1.206417524 1.352382043 -1.131404402 8.871006e-01 -0.3671508579
## 78 ND 0.039222595 -0.360521079 -1.317466436 3.801922e-01 -0.4281342595
## 79 D 1.819437901 -1.129341266 1.322848193 -7.018698e-01 0.7417418711
## 80 ND 1.189413754 -0.597212881 -0.245795929 -2.132702e-01 0.0752365314
## 81 ND 2.115441989 -0.447993425 0.395891649 -7.370304e-01 -0.2741376432
## 82 ND 5.124894255 -0.683148996 2.218416539 -6.740275e-01 -1.7828770273
## 83 ND -0.070370032 0.411005065 -0.392939075 1.361189e+00 -0.9933038163
## 84 ND 1.367831789 -1.218514823 -0.546701273 -3.016284e-01 -0.0229190166
## 85 D -0.924730974 1.335084711 -1.839533015 -3.491162e-01 2.0154776600
## 86 ND -0.393695970 -1.030277887 -0.044715566 5.245963e-01 -0.0576071826
## 87 ND -1.063161674 1.706784973 -1.585798861 1.010422e-01 -2.3111420916
## 88 ND 0.127602244 -0.934056465 -0.898600559 -1.174438e-01 0.0497315851
## 89 D -1.254250558 2.319232619 -0.518445254 -6.942362e-01 -1.8224903363
## 90 ND 1.364510297 -0.686108737 -0.580223589 -5.224337e-01 0.2659174268
## 91 ND 2.860849848 -0.659003548 0.109405594 -9.833383e-02 0.0567777890
## 92 ND -0.434536840 0.098744831 0.059126316 -3.647119e-01 0.0558848655
## 93 ND -1.030132797 0.439057822 -2.119784433 3.711873e-01 -1.0613143128
## 94 D 0.824778520 2.315939695 0.476393605 -3.443025e-01 0.5043564083
## 95 ND 0.088602534 -0.659673362 0.585336921 3.719037e-01 0.8959647754
## 96 ND -1.203699256 0.488161047 0.258550299 -1.158645e+00 -0.6419232193
## 97 ND 1.110503746 -0.888241332 -1.051569301 -3.580891e-01 -0.3197799402
## 98 ND 2.174075436 -1.302282173 0.156930478 -1.424174e-02 -0.9164136866
## 99 ND 0.870697294 -0.571714661 -0.141104731 4.363343e-02 -1.3290554535
## 100 D -2.520269744 -1.526750087 -1.614189430 -6.375237e-01 -0.0456079892
## 101 D -0.605897383 -0.022464417 1.277581527 1.534861e+00 2.4315584156
## 102 ND 1.541380328 -0.232805053 0.591997095 -1.126837e+00 1.3639946292
## 103 ND 1.384987740 -0.245772044 -0.513251869 -5.395637e-01 1.6595784355
## 104 ND 1.384236521 -0.900613956 -0.789945487 -8.318970e-03 -0.0894787023
## 105 ND 0.750269746 -0.554032599 -0.121879292 1.757990e+00 1.0035989926
## 106 ND -0.090423704 -1.656362048 1.036296848 3.619241e-01 -0.0951822170
## 107 ND 1.169450490 0.357779017 -1.689793504 -1.764191e-01 1.4571290044
## 108 ND -0.285866499 0.059642834 0.606222583 -9.450216e-01 -0.4643583082
## 109 ND 0.766913824 -0.958310839 -0.916807078 2.633443e-01 -0.6539940078
## 110 D 0.240858697 -1.139123252 -1.599568793 -1.599945e-01 0.6079179761
## 111 D -0.886119674 -0.632025411 0.156183577 -1.517106e+00 0.3809649500
## 112 D -2.551470358 0.454496729 1.893762347 -1.330257e+00 -1.6548224467
## 113 ND 0.609145897 -1.223646844 -1.367182672 -2.544447e-01 -0.2611970280
## 114 ND 1.635396963 -0.114332851 -0.638840409 5.045909e-01 0.1830415834
## 115 D -1.101769999 0.459824889 1.342495162 -4.075638e-01 -0.8275326021
## 116 D -0.349751995 2.432752175 0.108000806 2.774375e-01 1.3413494169
## 117 D 0.704722972 1.186172870 -0.412619267 -3.953237e-01 0.7626604365
## 118 ND 1.635474439 -0.153289260 0.131491028 1.122463e+00 -0.0806746377
## 119 ND 1.120789767 -0.600856224 -0.303853416 3.612053e-01 -0.3875445369
## 120 ND 1.309804877 -0.290150984 -0.513581414 -3.853496e-01 -0.2269880738
## 121 D -2.852482401 -1.982510006 -0.694287597 2.479874e-01 0.9751800638
## 122 ND 0.128750959 -0.371042075 -0.957627423 -1.258117e-01 -0.7792623352
## 123 ND -0.051322575 -1.131145429 -0.641618241 -1.149784e-01 -0.0872855756
## 124 ND 0.413265878 3.027319256 0.022830006 -4.259932e-01 0.4493878339
## 125 D 1.238673539 -0.539753986 -0.597535704 -3.198068e-01 1.4797345363
## 126 D -0.640693712 -2.225974145 -0.722947309 4.009471e-01 -0.6400894644
## 127 ND -0.997162300 -0.765715274 -0.561625072 -1.468432e-01 0.0390155914
## 128 ND 0.140354396 -1.454778455 -0.314213033 -6.536633e-01 -0.2835733434
## 129 D -0.738010497 -0.207054683 -0.591674788 -2.692880e-01 0.3555060930
## 130 D 0.462914182 1.449309490 0.166784985 1.168867e+00 1.1301657755
## 131 D -0.589838227 0.321003662 1.051022506 -1.232060e+00 0.5761545332
## 132 D 0.305784727 1.124897558 1.209538719 1.888115e+00 0.2111820534
## 133 D -1.473100199 -0.749149498 0.754812270 -1.351836e+00 -0.1228859063
## 134 ND -0.229455833 0.762390417 -1.352648107 8.878057e-01 -0.9777496246
## 135 ND 1.324287971 -0.554421694 0.378290315 6.657069e-01 -0.0173980908
## 136 ND 0.224406143 -0.509101262 -0.096145117 -1.273686e+00 -0.0587392008
## 137 ND 0.520940756 -1.508434995 -0.344071227 5.108460e-01 0.2964438246
## 138 ND 0.818649350 -1.608519400 -0.014447406 2.687423e-01 -0.1711825117
## 139 ND 0.639795330 -0.227730252 0.216396611 5.808364e-01 1.8113528333
## 140 ND -0.998901308 -0.789327384 -0.394716087 -1.272970e+00 -1.2496276242
## 141 ND 1.071380114 1.938105248 0.306636294 -3.463068e-01 0.6161519418
## 142 ND -0.419093149 0.445157584 -1.510497907 1.303552e-01 -0.0813066535
## 143 ND 0.745653455 -1.177960515 -0.135191604 -3.183594e-01 -0.2688699927
## 144 D 0.841540949 2.116588113 -0.277857098 4.778024e-02 -0.3817392550
## 145 ND -1.022081681 -0.986328617 0.711526032 -1.678149e+00 -0.5579781128
## 146 ND 2.460769206 -0.875194685 0.826444580 3.722259e-01 -0.3455963436
## 147 ND 0.363795951 1.032761565 -2.213817739 3.511825e-01 -1.9202952211
## 148 ND -0.883619488 -1.123771537 1.116288382 2.374565e+00 -0.3230398210
## 149 ND -0.088258646 2.778736877 -0.002761760 -5.182200e-01 0.9046205983
## 150 ND 1.606502333 -0.628110717 -1.012547279 -4.904386e-01 -0.0127760062
## 151 ND -1.544333905 -1.786077187 -0.381990879 -7.545209e-01 -0.3369688734
## 152 ND 1.570467614 0.894086607 0.520044536 1.262005e-01 0.3028206920
## 153 D -2.297422500 1.109500933 1.022592755 1.390922e+00 -0.1319545762
## 154 ND -3.144103916 -2.262394073 0.808940128 -1.078302e+00 -0.3385385168
## 155 D -1.084046909 2.217625038 -0.312789033 -1.205254e+00 1.7103741669
## 156 D -2.168322840 0.554855447 -1.647676546 -1.651266e-01 0.3550635044
## 157 ND 1.251713809 -1.134631373 0.760818842 4.179868e-01 -0.2861176852
## 158 ND 0.544139309 -1.406851287 1.072300421 6.782954e-01 -0.1667112492
## 159 ND 1.086425606 -0.832769057 -0.917184765 -2.358560e-01 -0.0882238288
## 160 D -2.790369002 2.559428876 0.410514713 7.480901e-01 -1.6394096556
## 161 ND -0.714682333 0.440406305 -0.741093833 -4.791422e-01 0.3138084953
## 162 ND -0.888478417 0.692284400 -1.154546820 -2.689332e-01 -1.3479812886
## 163 ND -1.462782814 -1.711636327 -0.987263255 -1.286269e+00 -0.0629454417
## 164 ND 1.077850916 -0.943310323 -0.536145961 1.023821e-01 0.0366246311
## 165 D 0.360297944 -0.002387987 0.077473779 7.002159e-01 1.9755013522
## 166 D -0.398162383 0.565346012 0.342102565 7.040794e-01 -0.6683348981
## 167 ND 0.271399127 -0.470263902 -0.191221556 -7.268423e-01 0.6084204651
## 168 ND 0.823796489 0.596281901 0.514408394 7.902112e-01 0.8164960893
## 169 ND 1.130675366 0.317231747 -0.025336502 2.974160e-01 0.6710262557
## 170 ND 0.265850050 -0.009007947 -0.429673544 1.585327e-01 0.5278675735
## 171 D 1.038069756 1.268823959 -0.878023779 -2.045521e-01 0.3375380302
## 172 D -0.698503378 0.005809199 0.176802986 -8.416001e-02 -0.1501294213
## 173 ND 2.075747585 -1.549996055 1.636031878 1.119486e+00 -1.1537751526
## 174 ND -0.334425214 -1.957064002 -1.087064917 1.117932e+00 -0.3851588403
## 175 ND 0.946324876 -0.587377492 -0.676832533 3.315896e-01 -0.6349578586
## 176 D -1.996697468 0.565552446 0.889328814 -8.495203e-02 -0.4110324742
## 177 ND 1.032526444 1.375366383 -0.732024654 5.461763e-01 0.0519470981
## 178 D -3.370928818 -1.659412001 -3.088090738 -3.577319e-01 1.5634623347
## 179 ND -0.360862134 1.672717765 -0.731726528 -5.701786e-01 1.3663371069
## 180 D -0.394469168 0.905599398 0.175656870 1.432490e+00 1.4249434033
## 181 ND 1.841098399 1.089785956 -0.844503669 -3.381281e-01 -0.1567465137
## 182 ND 0.087727432 -1.381056313 0.333862859 4.687118e-01 0.7494989906
## 183 ND 2.326303042 -1.505418545 -2.158952310 1.107762e+00 -1.1779913727
## 184 ND 2.150869054 0.269611404 -0.448851652 2.143198e-01 -0.3300434013
## 185 ND 0.847420146 1.281137936 0.177981864 -6.053047e-01 0.9363093244
## 186 D -1.480735786 1.220501694 0.971281540 1.687280e-01 0.7663396232
## 187 D -3.329421351 1.207116262 2.322003762 -1.378506e+00 -1.7090925092
## 188 D -1.688139018 -0.892214143 0.055355928 2.175636e+00 0.7440975465
## 189 D -0.643513018 0.146508445 -0.162812751 5.915774e-01 -1.3605653787
## 190 D -0.918940898 -0.458926714 -0.201761656 -7.104425e-01 -0.3742449168
## 191 ND 2.167413320 -0.073406761 0.049361772 -6.902825e-01 0.4156877141
## 192 ND -1.036885964 0.787742426 -0.457597803 -8.567254e-02 -1.5047095626
## 193 D 0.453893426 1.533620869 0.678714369 -4.396508e-01 0.8172148335
## 194 D 0.342057106 1.339625023 1.413264670 4.326235e-01 -0.4790125982
## 195 ND 1.423364595 1.270800602 -0.410984118 -9.009234e-02 -1.5390396524
## 196 D -2.123341101 -0.452498356 -0.265622604 -9.138514e-01 -0.1377472642
## 197 ND 2.257604443 -0.534855092 0.060790425 -5.490748e-01 0.6135653195
## 198 D 1.188321102 -0.565937032 0.637185051 6.083144e-01 0.0001398015
## 199 D -0.876867074 -1.193625819 0.064174163 1.201995e+00 -0.7431667154
## 200 D -0.850238032 -0.655731698 0.849831399 -1.916331e+00 -0.8076385805
## 201 ND 0.401873780 -1.130378982 -0.074588558 1.201734e+00 1.2184227609
## 202 ND 0.341919843 0.021793532 -0.736560629 -6.237957e-01 1.9616107586
## 203 ND 0.674175717 -0.694937821 0.251087574 1.062292e+00 0.5673329548
## 204 ND 1.546153277 -0.357116710 -0.192576292 -3.794938e-01 -0.1972073613
## 205 ND -1.220806583 0.961106506 -0.515230913 -2.225761e-01 -1.2708426376
## 206 ND 0.741203385 -0.006299289 -0.327046288 1.651511e-01 -0.4716714792
## 207 D -3.023547327 1.728909911 1.424418547 -9.018374e-01 -0.2315257685
## 208 D -0.711918824 2.394850360 -0.856915316 -8.527797e-01 1.7889730331
## 209 ND 0.590341656 -1.429575269 -0.660139545 -3.006003e-01 -0.1809708315
## 210 D -1.451776157 1.362838007 -0.183757099 -6.306574e-01 0.5847954111
## 211 ND 1.524408539 -0.798492909 -0.673240968 1.430547e-01 -0.4072946419
## 212 ND -1.476209193 -1.497541356 -1.456294851 -2.804246e-01 0.8075364284
## 213 ND -1.629170272 2.571396969 -0.599939733 -9.147726e-01 0.4720246292
## 214 D -0.771167443 -1.443937647 -0.126031852 -5.716152e-01 0.8453578915
## 215 D -1.002334326 0.732166622 -0.760254998 -4.899597e-01 -1.3074025903
## 216 D -2.818925025 0.814352868 0.586299540 5.812671e-02 -1.4992181720
## 217 D -0.629450744 -0.960782281 -0.315530971 1.388445e-01 -1.0167448065
## 218 ND -0.383174371 0.070107786 0.131971152 -1.439419e-01 -0.7287664338
## 219 D 0.145265129 -0.106416359 0.192588607 2.606138e+00 -0.2207489934
## 220 D 0.699219839 1.139395603 -0.468525076 -1.195281e-01 0.5610757280
## 221 D -2.543852987 -2.401781864 2.711901075 -5.632896e-01 0.1636594178
## 222 D -0.708232561 2.287356318 0.708131254 7.743010e-01 1.8273469032
## 223 ND 2.596568115 0.872321373 1.936828061 -5.918535e-01 -1.1236716662
## 224 ND -1.430121506 1.511639494 1.290222755 1.649829e-01 -1.2873929816
## 225 ND 1.110032739 -0.823736396 0.396796967 6.337139e-01 0.1531238059
## 226 ND 0.704675275 -1.121763411 -1.643526052 -4.367407e-01 0.0582301745
## 227 ND 1.263454864 -0.448019624 -0.968710457 -3.348542e-01 1.3249809185
## 228 D -0.625286217 -0.898139930 0.522123475 1.270589e-01 0.4533835186
## 229 ND -5.723425277 -2.242272812 4.951631517 1.762248e+00 -0.6173434502
## 230 ND -0.484292298 -1.270403536 -1.743568730 -8.344906e-01 0.8027695273
## 231 D -0.352575509 0.092980635 -0.482987818 4.283561e-01 1.9931908446
## 232 D -2.833505109 0.158008418 -0.391613319 -1.339184e+00 -1.0524232833
## 233 ND 0.935797302 -1.175337325 -0.719091839 8.004652e-01 -0.0996200523
## 234 ND 0.831133863 0.390221597 -0.148001751 -2.120423e-02 0.9516501931
## 235 ND 1.004846592 -0.939409902 -1.059485157 1.653517e-01 -0.7500548344
## 236 D -0.357568649 0.395181670 0.155671526 -3.750645e-01 2.0689094930
## 237 D -2.188788161 1.615892863 0.859736213 -5.598021e-01 0.3334737829
## 238 D -1.529886734 -0.897987274 -0.383479173 5.040728e-02 2.3482168813
## 239 D -0.919069509 1.266020994 0.475031898 7.528202e-01 0.4826097211
## 240 ND 1.887785162 -0.298861326 0.377676367 4.817585e-01 0.9427020653
## 241 ND 1.371452616 -1.118082430 -0.886036118 -2.516180e-01 -0.0637786453
## 242 ND 0.144905386 -0.981145733 -0.766280634 2.611056e-01 -0.6873340764
## 243 D 1.570804282 -0.078441843 0.889108832 -3.868409e-01 0.8695979957
## 244 D -0.513546360 -0.313670056 2.081000913 1.825912e+00 -0.8387980886
## 245 ND -1.364151827 -0.923119313 -0.196831599 -9.970105e-01 0.1443823600
## 246 D -1.570524540 2.275841243 1.474393525 1.547166e+00 0.9292111278
## 247 ND 0.729282028 2.179546569 -0.097922488 -1.729260e-01 -0.1779671341
## 248 ND -4.348585119 -2.588372489 0.594008365 -2.419009e+00 0.0831212989
## 249 ND -1.864211408 0.039682179 0.356573408 -1.311926e+00 -1.9845721444
## 250 ND 0.808992634 -0.584089628 -1.220061613 -5.578681e-01 0.7461930809
## 251 ND 1.145212324 1.772050552 0.280357796 2.722122e-01 -0.5064553847
## 252 ND 1.048494921 0.252517709 -0.315772083 -4.478586e-01 1.3611362133
## 253 ND 1.294220879 -0.508104951 -0.723495703 -2.306369e-01 0.0304141367
## 254 ND 0.692816927 -1.340377472 -1.402372955 3.149943e-03 0.0189775195
## 255 D -0.423168470 1.562892960 1.328547991 1.144702e+00 -1.8921924774
## 256 D 0.258794131 -1.412904905 -0.470995583 4.094703e-01 0.1889186209
## 257 ND 0.283307307 -0.716004781 -0.109771144 5.349396e-01 -0.5714041610
## 258 ND 1.074294433 -0.482724492 -0.716377801 -7.425245e-01 0.1700826117
## 259 ND -1.056676322 -1.315462990 2.984896857 -1.579067e+00 0.3360182751
## 260 D -2.384664410 1.799686348 1.580142224 1.898057e+00 -0.6396661950
## 261 ND -0.654938533 0.345885171 1.118006711 -1.513436e+00 1.0365886109
## 262 D 1.920947255 -0.505345952 2.711743832 3.951892e-01 0.2084841563
## 263 ND 0.315978144 -0.710690345 -0.689122137 9.007265e-01 -0.3547499193
## 264 ND -0.278426919 2.023672220 -0.323651600 -5.276346e-01 0.6594617930
## 265 D 1.138583995 0.755592761 -0.010936093 -4.580090e-01 0.6517196294
## 266 ND -0.396109443 0.496097609 0.171392702 1.780786e+00 -0.1762581802
## 267 D 1.604239906 -1.299916970 2.602415749 8.248265e-01 0.8712796561
## 268 ND -1.029861681 -1.429933307 0.095349906 1.726125e+00 0.4319070954
## 269 ND 2.487365107 -0.754493850 0.007535860 -8.212579e-01 0.5955735525
## 270 D 2.449583605 -0.377618402 2.228774704 -1.013871e+00 0.1445784967
## 271 D -1.859496551 0.800100749 -0.986709806 2.521808e+00 -0.5030031943
## 272 ND 1.011133279 -1.081872012 -0.441453661 -7.876934e-01 -0.5557144285
## 273 ND 1.300248121 1.094723094 0.017338898 -3.835439e-01 0.7239952250
## 274 ND 0.053085819 -1.868877427 -1.704841729 5.729870e-01 -0.8372644858
## 275 ND 0.422971031 3.184751467 -0.475529272 1.764349e-01 -0.8092946837
## 276 ND -0.987293380 -1.654893625 -1.033782892 8.908928e-01 -0.4987975263
## 277 D 0.967863061 0.401298293 -0.268064946 -1.745229e-02 -0.8831058013
## 278 ND 0.672019487 -1.428217428 0.081521447 -1.327641e-01 -0.0204588749
## 279 ND 0.601392509 2.057849576 0.665362971 1.102726e+00 0.3374683041
## 280 ND 0.142110516 -1.333076710 1.521248843 3.872329e-01 -0.2850039264
## 281 D 0.550939468 -0.232822514 -0.054502907 -5.520057e-01 1.9809021680
## 282 ND -0.991806619 1.271659926 -0.477282922 -4.668830e-01 -0.9864280416
## 283 ND -0.666962274 1.023409817 -0.324665062 -7.669672e-01 -0.1034214699
## 284 D 0.050145596 2.395306506 -0.059968545 -8.890211e-01 1.0041980178
## 285 D 1.037846818 1.441479198 -0.339272315 -1.122103e-01 0.7135876059
## 286 ND -0.854568820 1.400235466 0.770922027 2.514577e-01 -0.7694996959
## 287 ND -3.660757991 -1.069959339 0.981530916 -1.296883e+00 -1.2696944440
## 288 D -2.203921638 -1.562348244 -0.561769811 5.355827e-01 0.2714239000
## 289 ND 1.628900572 -0.282282303 0.255304323 -8.609305e-02 -0.7459913597
## 290 ND -0.601353598 -0.284537166 -1.085141132 -2.319331e-01 -0.9159718893
## 291 ND 0.195126195 -1.515900456 -1.731029892 5.100020e-01 0.3558687858
## 292 D -0.147713228 -1.603943043 -0.041198112 8.020986e-01 0.2753661468
## 293 D -2.246907916 -1.307105910 0.368415014 1.576389e+00 0.3595350813
## 294 D -1.139278834 -2.069366120 0.403025534 -1.505402e-01 -0.5342192401
## 295 ND 1.097979075 1.845664858 1.584852255 -8.856980e-01 0.9741885793
## 296 ND -1.052941806 -0.231696616 0.683642897 9.917890e-02 -0.1855392845
## 297 D -1.383734403 -1.276115847 0.888084735 -1.560565e+00 -0.8734439357
## 298 ND -0.746556107 -1.467431707 0.009617068 -4.476086e-01 0.2654623412
## 299 D -1.242062178 2.076998371 -0.561483425 1.852971e-01 -2.0298391921
## 300 ND 0.528107199 2.590669651 0.871351627 1.432835e+00 -0.1653589823
## 301 D 1.469575172 -0.792364249 3.119518594 2.246242e-01 1.0853324783
## 302 D -0.357192734 -1.095835455 0.528222494 -6.845097e-01 -0.0921481818
## 303 ND -0.155597513 -0.096032168 -1.995434679 2.530238e-02 -1.1050831694
## 304 D -0.537036501 0.599529739 -2.154147668 -1.717099e-01 1.7339718976
## 305 ND 1.196753312 1.112744097 0.493604364 -8.934512e-01 1.0451479684
## 306 ND -0.756556787 -0.889795085 -1.085067976 -6.698356e-01 -0.0211200501
## 307 D -0.712447604 1.990511587 0.904745246 -8.435520e-01 -0.9241513592
## 308 ND 0.778910488 -1.045483278 0.399688559 -1.472162e+00 0.5173180739
## 309 D -0.782485311 -1.589857602 1.682621751 1.759573e+00 0.7339736740
## 310 D -0.952378029 -1.077658932 0.802468181 5.518195e-01 -0.1131440366
## 311 ND 0.849855650 0.646522305 -0.787306279 4.324237e-01 -1.3180162713
## 312 ND -0.742391188 -1.978246681 -0.511685775 2.482751e-01 0.0223155409
## 313 D 0.042293968 -0.300610255 0.627661764 -6.912361e-01 0.7709278859
## 314 ND 0.911254518 -0.625188754 0.851671958 3.044098e-01 0.0392648541
## 315 D -1.087295063 0.774221186 -0.137154823 2.258784e+00 -0.2422852482
## 316 ND 0.235533677 -0.796700197 -0.420899803 -3.987636e-01 0.1026997864
## 317 ND 1.356924566 0.128980729 -0.206441836 -2.652851e-01 -0.1217034659
## 318 D 0.317965521 0.673266619 0.710469244 -9.404735e-01 1.9073329557
## 319 ND -0.572826301 -0.961913937 -0.830952820 -8.935934e-01 -0.6367538543
## 320 D 0.054205879 3.057564728 0.994608751 -1.418308e+00 1.1449775327
## 321 ND -0.021358713 -0.247497463 1.202812866 -5.100139e-01 -0.3555628030
## 322 D 0.476607673 -0.502687188 -1.030542766 -3.729549e-01 -0.0121325406
## 323 D 0.802506443 -0.182678348 -0.245938528 -4.504832e-01 0.6078861468
## 324 D -1.350179874 2.318295031 0.147051257 7.459871e-01 -0.8764833907
## 325 ND 0.313333278 -0.956555961 -1.361961413 -5.088605e-01 0.2359199683
## 326 ND 0.071976094 -0.756157055 0.488312644 -1.760350e+00 0.4519423264
## 327 D -0.717241570 -1.240129288 0.344750531 2.544177e-01 -0.0392803776
## 328 ND -0.117526758 2.269149668 0.400521396 -1.031587e+00 0.8287278652
## 329 D -0.909867303 -1.263066127 -1.986084807 -6.794944e-01 0.0814135110
## 330 ND 0.115938101 0.431391042 -0.849656509 -5.473894e-01 -1.0356498137
## 331 ND -0.358239572 1.366783078 1.453772078 2.926422e+00 -0.3334771188
## 332 ND 1.271641045 -0.791474973 -0.680385100 -3.887751e-01 -0.2109781663
## 333 D 0.910785738 0.099438426 2.143161307 -1.175892e+00 1.1834243662
## 334 ND 1.110533507 2.859114615 -0.462023202 -2.259910e-01 -0.8060157577
## 335 ND 1.574593043 -1.040079880 -0.119417443 -3.630842e-01 -0.2192364823
## 336 ND -2.420691208 -1.728094564 -0.407888666 -1.579658e+00 0.5895848117
## 337 ND 1.686609351 -0.379207645 2.530086197 1.185900e+00 0.3077690043
## 338 D 0.737185230 1.463346180 -0.271948654 5.103956e-02 0.5640752215
## 339 D -1.926239282 0.487449292 0.702735685 5.841085e-01 -0.5841142822
## 340 D -0.700773250 1.969407386 -0.013225332 -6.637905e-01 1.6391431454
## 341 ND 0.630943021 -0.856509058 0.513348694 -3.843561e-01 0.6129950986
## 342 ND 0.487164176 -0.441130609 0.030141235 7.765533e-01 -0.0354638107
## 343 ND 1.774315459 -1.859973090 -2.356935954 1.457726e+00 -1.5078043152
## 344 ND 0.493016612 0.990690267 -0.746480045 -1.846983e-01 1.0310698849
## 345 ND 0.287235221 2.407126290 -0.453830806 8.383394e-01 -0.1084603435
## 346 ND -1.643388485 1.349869954 -0.970643729 -1.287216e-01 -0.7315653233
## 347 ND 0.575141426 -1.215430227 1.264811240 -9.507524e-03 0.3760898261
## 348 ND 3.137070804 -0.557793231 1.868142045 -8.013870e-01 -0.5352866497
## 349 ND 1.361522930 -0.471522816 0.054692013 -3.484581e-01 -0.5857971640
## 350 D 0.748013556 -0.286512182 -3.033085405 1.624940e+00 -1.6432306019
## 351 ND 0.692279683 0.306580511 -1.454774833 4.684001e-02 0.8918733933
## 352 ND 0.666096876 0.777624061 -0.375973792 -5.417142e-01 1.2588427910
## 353 ND 0.458281917 0.392710750 -1.902465560 5.523119e-01 -0.6478662826
## 354 ND 1.336715768 -0.945405690 0.077356742 5.769339e-01 0.1734857585
## 355 ND 0.635237934 -0.446722083 -1.077973630 8.075753e-01 1.1768035166
## 356 D -0.258032259 2.843585544 0.127387453 -5.291021e-01 0.8450854891
## 357 D -0.839492972 -1.729190136 1.111748394 8.166378e-01 -0.4520965422
## 358 D 0.163249487 1.408289571 1.453671298 5.450114e-01 -2.2049586487
## 359 ND -0.798134144 1.726695111 -1.193970659 6.257599e-01 -2.1303565904
## 360 D -2.524435944 -1.147070115 1.476485442 -4.556283e-01 0.9614748170
## 361 D -2.029518330 -0.521805072 1.818729107 -1.314732e+00 -0.3213766534
## 362 ND 0.191517276 2.711059194 0.531373332 -7.467902e-01 0.8188692373
## 363 ND -1.511755321 1.951808647 -2.166639207 4.693961e-01 -0.1522931044
## 364 D -0.593332880 2.529884779 0.173819039 2.751326e-01 1.2759554632
## 365 ND -1.386884055 -0.517174849 0.534684199 -1.167466e+00 -0.2444436666
## 366 ND 0.205594593 -0.428161543 -0.086268747 3.311801e-01 -0.8717868197
## 367 D 1.101341339 0.895888389 0.068487074 -1.028046e-01 0.5192438253
## 368 ND 1.900665135 -1.011302657 -0.176700659 -3.235148e-01 0.1956488844
## 369 ND 0.967916311 -0.555663164 -1.103306193 4.824550e-02 -0.0958638147
## 370 D -1.135235052 0.288566596 -0.929976850 -8.129542e-01 0.5566249367
## 371 D -4.648002656 -2.282932583 2.955591708 2.437275e+00 -0.0173267590
## 372 ND 1.186082167 -1.513286205 3.140273899 2.784063e+00 -0.1474372237
## 373 ND 0.634991105 -1.648974218 -0.603369088 5.409017e-01 0.1773575914
## 374 ND 0.055789479 -1.334243826 -0.675656572 -5.233813e-01 -0.7168785511
## 375 ND -0.973654993 -1.576489543 0.613646815 5.711499e-01 -0.6274261777
## 376 D -3.206383712 1.856086239 0.173911480 -3.599531e-01 -2.0573943794
## 377 ND 1.044838639 -1.016120639 -0.568292026 -3.404504e-01 0.4077504018
## 378 ND 0.119158281 -1.778056584 -0.754801315 4.487188e-01 -0.4509911609
## 379 D -0.402564036 0.687262620 -0.639271550 -7.147871e-01 1.9089978659
## 380 ND -1.696757087 -1.158699627 -1.340284327 1.887639e+00 0.6667159766
## 381 ND -0.104980492 -1.352203815 0.045116982 9.461941e-01 0.1257356922
## 382 ND 1.692786069 -0.984107582 -0.271941796 -3.916348e-01 0.1216554470
## 383 ND 0.579857039 -1.350696666 1.419716187 7.922956e-01 0.2233796040
## 384 ND 0.652507835 -1.278896429 1.037005020 2.265525e+00 0.1138718623
## 385 ND 0.616459264 -0.852241580 0.055358182 -9.344048e-01 0.0185794224
## 386 ND 1.662139216 -0.698699296 0.463266649 -8.087237e-01 0.1162862608
## 387 D -0.207895276 0.240491756 -0.327674297 8.522687e-01 -0.1085301035
## 388 D -1.318668289 1.352570639 -2.315235162 2.311673e-01 -0.3578568289
## 389 D -1.894252503 1.205333207 0.627154039 -7.373947e-01 -0.6294147869
## 390 ND -0.041735798 -0.774344560 0.303165706 1.409144e+00 -0.0745337455
## 391 ND -0.374054276 -0.601182364 0.023833711 -1.626389e-01 -0.6556925994
## 392 D -0.432297524 0.659277966 -0.303770642 -6.057218e-01 1.9304960443
## 393 ND -0.256785233 -1.597485988 1.570867781 -1.583172e+00 -0.5292724525
## 394 ND 0.719634581 0.518455453 0.462403785 -3.509417e-02 -0.1606727510
## 395 D -0.044803814 0.662924729 0.746125034 5.793959e-01 1.7080205042
## 396 ND -1.167091086 -1.689791031 2.541710050 2.021447e+00 -0.1855921969
## 397 ND 0.013387604 -0.542350583 0.892603002 1.355030e+00 -1.1005900474
## 398 D 0.127002231 -1.404549003 -0.812915143 -6.867130e-01 0.3612832915
## 399 ND 2.192048710 -0.015962718 -0.179007371 3.350999e-01 0.1322339148
## 400 D -0.697510988 -0.179079675 0.156730038 -1.273312e+00 1.1928067585
## 401 D 1.566070733 0.435055238 -0.586627727 -2.859021e-01 0.2908882489
## 402 ND 1.080430832 2.357650047 0.601767686 -7.107521e-01 0.0931905557
## 403 D -1.152123507 0.106359287 -0.846212291 -5.330542e-01 -0.3278314116
## 404 ND 0.516457397 1.134392498 -1.483721172 5.637864e-01 -1.3125345106
## 405 D 0.431725895 1.534373794 0.466535186 -1.183873e+00 1.1410335677
## 406 ND -0.697460967 -1.467410642 0.252694741 -2.172595e-01 -0.2642453876
## 407 D 0.920909399 1.371958732 0.004105305 9.501524e-02 0.5569296088
## 408 ND 2.219024655 -0.507926201 0.226025952 -1.280704e-01 0.7037743410
## 409 D -0.652695777 1.910930896 2.291776775 1.147496e+00 1.4856323612
## 410 D -3.864766524 -2.406932115 1.613663321 -1.547581e+00 -0.7789205895
## 411 ND -0.735651076 -0.133668438 -1.310631404 1.139327e+00 -0.3092956765
## 412 ND -0.505179703 -1.414922185 -0.148977468 -1.091607e-01 -0.0839472353
## 413 ND -2.277964828 -1.740754787 0.798618193 5.250927e-01 0.8651598538
## 414 ND 0.490728947 -0.816321099 0.027722138 -9.296582e-01 0.6684123922
## 415 D -0.616420707 -1.863946589 0.439689468 -4.651435e-01 0.1530408692
## 416 D -2.565650274 -1.402835728 0.798108742 -2.384402e+00 -0.2900836789
## 417 ND 0.666288457 -1.239296520 0.414611954 1.941484e+00 0.4362607068
## 418 D -1.048032618 0.295452494 -0.590387532 2.920937e-01 0.6270018444
## 419 ND 2.233806155 -0.325863673 0.351873418 8.524519e-01 0.3684824492
## 420 D 0.276655504 -0.517808273 0.132434334 -9.303102e-01 -0.4361598913
## 421 ND -1.793967819 -1.519735997 -1.191947555 -7.961623e-02 0.3040685268
## 422 ND 0.982652059 -1.023024656 -0.015919407 4.075936e-01 -0.1080301891
## 423 ND -0.528446055 -2.119964808 -0.946828126 2.433362e-01 -0.1937828553
## 424 ND 0.814664490 -0.874466693 -0.282913825 5.115197e-02 0.3404779976
## 425 D -2.209215477 0.448337856 -0.037286462 -4.216159e-01 -0.3985944045
## 426 D -2.280163648 -0.463843351 0.461999516 -1.826002e+00 -0.0026124741
## 427 ND 4.778942564 -0.825153773 2.739426144 -5.691896e-01 -1.1810706402
## 428 D -1.258152630 -0.360522476 0.929322047 -1.443597e+00 0.5720776009
## 429 ND -1.656092441 -1.459166956 -1.343272935 -7.938157e-01 0.4710058832
## 430 D -0.455960443 -0.266239418 -0.886308278 -5.185116e-01 -0.2762722209
## 431 ND 3.523232421 -0.780792580 1.579608987 -8.179736e-01 -0.7124056625
## 432 ND 0.385272268 0.049450609 -0.309130219 5.877369e-01 -0.2066633932
## 433 ND 1.116329535 -1.023881378 -0.547020461 5.576889e-01 0.2997040787
## 434 ND 1.292400648 0.400821446 0.049553500 -8.989657e-01 1.2165264945
## 435 ND 0.994685857 -0.249354512 0.775576441 2.173643e+00 0.5304720199
## 436 D 1.744924956 -0.882408521 1.440129898 -9.791623e-01 0.8105178386
## 437 ND -1.138254166 2.030506576 -1.107117391 -2.179691e-01 -0.7248650657
## 438 ND 0.631980095 0.766822707 0.300308265 -2.332714e-01 1.1537061441
## 439 ND 2.101536761 -0.683692131 -0.384088394 -5.196399e-01 0.0310947151
## 440 ND 0.158499838 0.810832862 -0.563057234 1.136473e+00 0.9490820715
## 441 D -1.394407295 0.498900665 -0.357846681 -6.295829e-01 2.2196698017
## 442 ND 0.795409378 -1.152415541 -0.633876477 5.189747e-01 -0.2103165918
## 443 ND 0.090917364 -0.678375630 -0.325980464 -7.248245e-01 -0.4466806040
## 444 D 0.545998192 1.099917931 0.541841495 1.662585e+00 0.2379244924
## 445 D 0.971750606 0.182079420 -0.002619497 -1.199603e-02 0.2255033179
## 446 D -4.691359988 -2.515403612 1.045328564 4.525500e+00 2.1161636982
## 447 ND 0.903711979 -0.648049595 0.240714646 6.049620e-01 0.3375033224
## 448 ND -0.478839655 -1.638200902 -1.432984764 -8.206402e-02 -0.2745146810
## 449 D 0.120940759 -1.754073669 -0.478383582 2.327810e-01 -0.0762610724
## 450 ND 0.559983193 -0.840740502 -0.367013882 -5.458414e-01 0.6925263371
## 451 ND 1.669547851 -1.019063491 0.095235304 6.631933e-02 -0.3394995973
## 452 D 1.052455850 -0.170933880 0.415140273 7.949517e-02 1.3562259470
## 453 ND -0.513186287 -1.875327147 -0.716857369 -3.100450e-01 -0.3569048474
## 454 ND 2.009963471 1.680359325 3.251749976 1.029786e+00 -0.6977642607
## 455 ND 0.108622342 -1.364163973 -0.209814040 1.669031e-01 -0.3225539177
## 456 D -0.839812786 2.319508726 0.191733130 -8.108944e-01 -0.9003565736
## 457 ND 0.726836154 1.539063981 1.416405272 5.826178e-01 0.8602086134
## 458 ND 0.579449460 -0.558022733 -0.739390008 1.706470e-01 -0.9031587407
## 459 D -3.248112347 1.130472529 0.558884360 9.127709e-01 -1.3278196880
## 460 ND -1.162795283 3.412603769 0.362517065 2.794749e-01 -1.4188876325
## 461 ND -0.010040472 1.778328724 0.745017471 8.891144e-01 -1.0669116814
## 462 ND 2.473293829 -0.470421737 -0.101328558 4.819271e-01 0.1414941949
## 463 ND -0.495809257 0.323086507 -0.917328603 1.478930e+00 -1.6207994821
## 464 ND 0.598449682 0.419109892 -1.160090787 1.889369e-01 -0.7946206497
## 465 ND 0.163966466 1.867796725 0.254207600 1.833356e+00 0.3383258753
## 466 ND 1.271409865 -1.191295213 0.972376847 -4.571967e-01 0.2998106716
## 467 ND 2.092391029 -1.245511899 -0.313863012 -4.766183e-02 -0.0805303112
## 468 ND -0.208777128 -1.765529344 -0.470757294 4.759997e-01 -0.1487160913
## 469 D 2.275406328 1.054867263 1.699675772 -6.072582e-01 -1.1147739415
## 470 ND -2.230577806 -0.458907285 -0.456774887 -1.677904e-01 0.0692379869
## 471 ND -1.206500668 -0.929998639 -0.814734806 3.372177e-01 0.9985082172
## 472 ND 0.118272399 -1.268603257 -0.789475319 -8.286861e-01 0.5330048637
## 473 ND 0.323554905 -1.280170963 -0.919019513 -3.767698e-01 0.7511367056
## 474 ND 0.224499183 2.445366266 -0.435531006 -4.333101e-01 0.6796757913
## 475 ND 1.656635502 0.221674358 -0.256827210 -6.777177e-01 0.5208456414
## 476 ND -0.173481253 1.098886697 -0.425613628 -4.770255e-01 0.5953510400
## 477 D -1.252914348 -1.392967337 -0.359312729 4.965239e-01 -0.6890205303
## 478 ND 0.331936503 0.580635760 0.191027779 -1.538978e-03 -0.6562238982
## 479 ND -0.270188425 0.949594387 -0.439700120 -6.810509e-01 -1.3099377051
## 480 ND -0.672983124 1.845164342 -0.389990226 1.993212e-01 -0.0773169458
## 481 D -1.764686172 -0.580463622 0.788830829 -1.505275e+00 -0.3109340345
## 482 ND -0.271389503 -0.819152682 -1.489158072 -4.780309e-01 0.6733175210
## 483 ND 1.181916318 -0.398775916 -0.388448495 4.489073e-02 -0.8315281435
## 484 ND -0.087078580 -1.603887011 -1.568341104 -3.213712e-01 -0.0248518181
## 485 D 1.211772067 -0.934725464 1.984509359 6.398327e-02 1.0617629586
## 486 D -1.588512172 -2.008583834 -0.242507149 -9.941117e-01 -0.0608145682
## 487 ND -2.402279588 -2.548107762 0.942847015 -1.337675e+00 -0.8687693624
## 488 ND -3.484366324 -0.083409809 1.292663010 7.171747e-01 1.0295610441
## 489 ND 1.208140750 0.053706765 -0.554260795 6.452693e-05 -0.1646958013
## 490 ND -0.687638546 3.662397546 1.415098838 -2.366786e-01 1.0583230759
## 491 ND 0.210582223 -1.302779905 -0.659710465 8.549438e-01 -0.2514635664
## 492 ND 0.027143626 0.185673681 -1.660145346 2.951267e-01 0.0020363715
## 493 ND 0.328317344 -0.194758678 -1.249756733 -2.571598e-01 -0.7438199372
## 494 D -0.732071533 0.431607010 1.291760109 1.561528e+00 0.0381397968
## 495 ND 4.954207224 -0.500797401 2.396478341 -5.447926e-01 -1.8104769565
## 496 ND 0.034342584 3.132376363 0.826795788 -5.719838e-01 0.7666043566
## 497 ND 1.522924586 0.706722226 -0.041387272 -1.573379e-01 0.3002639213
## 498 ND 0.859852433 -0.829615941 -0.453032432 5.933095e-01 -0.0486781482
## 499 D -1.356745573 1.916865034 1.104085723 -1.719667e+00 -0.4620220507
## 500 ND -1.566035788 0.324681924 1.141084691 2.709521e-01 -0.4369924550
## 501 ND 0.530413552 -0.597136985 -0.604992268 -4.315227e-01 0.4692835169
## 502 ND 0.374209706 -0.654903762 -1.561103867 2.125110e-01 -0.3382915334
## 503 D 0.421056806 -0.315267658 -2.223551085 2.604873e+00 -2.2265744371
## 504 ND -0.237644959 0.564584618 0.004127672 1.139434e+00 -0.9920650423
## 505 ND -0.262028308 -0.035608287 -1.621494798 9.514081e-02 -0.3944805703
## 506 ND 0.972782353 1.869687332 -1.282137684 4.706420e-01 -0.5291353849
## 507 D -1.316926456 -0.199966696 -0.151751590 -1.152985e+00 1.6323319979
## 508 ND -0.021759042 -1.469458395 0.988239170 -2.097510e-02 0.1176140534
## 509 ND 0.717888801 -1.558808104 0.591393212 1.547914e+00 -0.4232951975
## 510 ND 0.488890860 3.148701104 0.233069190 3.104030e-01 -0.1136664423
## 511 D 0.161065507 1.986732458 -1.082531358 5.590846e-01 -1.9753268537
## 512 ND 0.651663185 -1.277952704 0.939001372 -1.553269e+00 0.1028638959
## 513 ND 1.310894262 2.842689786 -0.193500245 1.045120e-01 -0.8927280820
## 514 ND 1.852346259 -0.507008918 0.051968609 5.404211e-01 0.5452749155
## 515 ND 1.382963099 -0.681788633 -0.039557814 -7.088107e-01 -0.6620450715
## 516 D -0.250013044 -0.109710443 0.424102450 -1.180069e+00 0.7126318459
## 517 D -2.017094436 1.707701024 0.453565335 5.073527e-01 -0.8539443730
## 518 ND -0.100863787 2.267026881 -0.709969090 -1.080549e-02 0.7234518333
## 519 ND 1.301260114 2.390067864 -0.736878358 2.721206e-01 -1.3846963231
## 520 ND -0.956711194 1.898513952 1.337183887 -4.155082e-01 -0.7659592453
## 521 ND 1.212287069 -1.053446106 -1.107055855 -1.177645e-01 -1.0559419677
## 522 ND -0.552724967 -0.733196253 -0.611627455 -6.062744e-01 -0.1374092504
## 523 ND 4.342247728 0.418479802 2.927625932 -8.409589e-01 -1.7697686161
## 524 D 0.070723009 2.093378302 0.370739008 7.437457e-01 0.3153951134
## 525 ND 1.495918118 0.004539621 -0.017200141 -7.768507e-01 0.8165218044
## 526 ND 1.802592467 -0.698640601 -0.083171070 4.047307e-01 -0.4352207471
## 527 ND 1.669165295 -1.058375201 0.160619327 -3.940109e-01 -0.3847881756
## 528 ND 0.838799964 -0.348997864 -0.322546261 -1.046658e+00 -0.0046103676
## 529 ND -0.204346368 -1.767169275 0.214514392 -3.784755e-01 -0.1386349051
## 530 ND 1.519854189 -0.262316678 0.627454127 6.240838e-01 1.0485700286
## 531 ND 0.311881678 -1.065270717 0.738787899 3.637003e-01 0.2436523338
## 532 ND 0.274496030 -0.823623541 -0.696288429 8.703740e-01 1.9158513238
## 533 ND -1.042091201 -1.850312757 -0.798094619 1.641671e+00 -0.5783956931
## 534 ND 2.577782987 0.060591035 1.663178295 4.679862e-01 -1.0818317716
## 535 ND 0.165075090 -1.801362643 0.420203420 2.457212e+00 -0.2688647506
## 536 D 2.269486814 -0.457223879 1.817336317 -6.264575e-01 -0.0995994868
## 537 ND 0.967599699 0.840644483 -0.890853715 -2.678788e-01 1.2383995800
## 538 ND 1.775531578 1.305482028 0.436992895 1.679448e+00 -0.2243184272
## 539 ND -1.422274737 -1.884702894 0.108998864 3.090458e-01 0.2745006529
## 540 D -2.198867275 -0.947956441 -0.277440343 1.053704e+00 -0.1389912172
## 541 D -1.782921503 0.316166981 -0.382589566 5.990377e-01 -1.5949522741
## 542 D -0.629294171 -0.778395069 0.324864352 -2.666792e-01 -0.0973336601
## 543 D -1.003538410 2.036235245 -0.845867822 1.899762e+00 -1.1508432297
## 544 ND 0.044943260 -0.390217179 -2.031227742 -1.772092e-01 -0.0051057720
## 545 ND 0.286692851 -0.948267088 -1.020849272 1.107254e-01 -0.1738977625
## 546 D -2.461415292 0.852380033 0.412428666 -1.153031e+00 -0.1343880358
## 547 D -3.100545366 0.904491095 1.376185752 4.537701e-01 0.7297817312
## 548 ND -0.168264564 -0.301259880 -0.069295622 -1.196860e+00 -0.1953943328
## 549 ND -1.453969196 0.338423280 -0.187855477 -7.059535e-01 0.4231464452
## 550 ND -1.624167813 0.908850356 -0.067838632 5.062378e-02 1.5127423698
## 551 ND 0.935593106 -0.989613371 -0.647444757 -5.229465e-01 0.2267130328
## 552 ND 0.193318156 -1.091762225 -0.463271983 6.353203e-01 -0.6891781972
## 553 ND 0.391027250 2.987979149 -0.451152311 -9.148844e-03 0.2633068685
## 554 ND 1.017786717 -1.237321546 -0.464677246 2.425188e-01 -0.1868164296
## 555 ND 0.263851366 -1.217624845 -0.581436478 2.821069e-01 -0.1983675761
## 556 ND -0.466283478 0.423834172 0.133365682 -1.145642e+00 -1.5289038440
## 557 ND 0.061993821 -1.009996205 -1.519515975 -9.158210e-02 -0.1523391798
## 558 ND 0.730041831 2.786162254 -0.249732618 -1.897700e-02 -0.2099193329
## 559 ND -0.946963409 1.329269669 -1.830485174 -3.749513e-02 -1.3948346419
## 560 ND 1.164246427 1.893368055 -0.742291742 3.981498e-01 -0.7214878148
## 561 D 0.440018171 2.270193257 -0.475080125 -5.318302e-01 0.4790724797
## 562 D -2.262666499 -1.355386334 1.204558009 -1.531155e+00 1.0379966895
## 563 ND 0.077131183 -1.503766207 -1.072351800 2.017275e-01 -0.2745103890
## 564 ND 0.788443605 0.252653505 0.129270552 3.978824e-01 -0.7960559828
## 565 ND 1.155178949 -0.517894308 -0.540969660 8.007947e-01 1.2773551592
## 566 ND 1.120431518 -1.110868830 0.726992349 7.857508e-01 -0.1829081276
## 567 ND 0.172411588 -1.363986185 -1.170889287 2.474973e-01 0.3322053028
## 568 ND 0.015502356 0.631609197 -0.694993323 -6.126939e-01 -1.5938897726
## 569 ND -0.788757563 0.214898073 0.293512266 -8.455229e-01 0.0065147421
## 570 D -0.288130138 -1.032042246 -0.248658692 -1.000877e+00 -0.0751577603
## 571 ND 1.449198303 0.598907140 -0.826786869 2.485893e-01 0.2668740274
## 572 ND 1.236652862 0.130391487 -0.444589192 -5.391227e-01 1.4555918448
## 573 ND 0.573417417 -0.993959391 -0.107047785 1.600021e-02 -0.4161627617
## 574 ND 0.724680027 -1.077094568 -0.460106733 -6.502386e-01 -0.1482643167
## 575 ND -1.745147456 -1.632878918 1.027799580 -5.380294e-02 0.1539095324
## 576 ND 0.026878093 -1.673426780 -0.230056114 -5.115992e-01 -0.6903436365
## 577 ND 0.518551358 0.042462951 1.476236896 8.029322e-01 -1.2020060384
## 578 D 0.171004348 -0.503464371 -0.553622203 7.738508e-01 1.8151020920
## 579 ND 0.929610735 2.034141983 0.206845000 -4.035930e-01 -0.1106496689
## 580 D -3.467786295 0.083395624 -0.111380116 -1.229096e-01 -0.9168240045
## 581 D -1.303902774 -1.409658986 -1.409187463 -3.685822e-01 1.1992082775
## 582 ND 1.079549763 0.125803866 -0.326592253 -3.209664e-01 -0.8520827242
## 583 ND -0.074371980 3.435768181 -0.298873911 5.468692e-02 -1.1710564975
## 584 ND 0.535974295 1.765147126 -1.060193208 -3.347933e-02 0.1259827063
## 585 D -2.686781892 0.563337321 1.859248006 -8.587398e-01 -2.2985875191
## 586 ND 2.037540613 -0.857000339 0.166333832 1.956066e-01 0.0843142846
## 587 D 0.477795761 1.922557027 -0.065965716 -7.915834e-01 0.4489100257
## 588 ND 1.757475645 0.810680430 -0.076977171 -1.764703e-01 -0.0377186938
## 589 D -2.373300076 0.733079464 1.420541227 9.545744e-01 0.8965006125
## 590 ND 3.757374807 -1.241336384 1.576086877 5.633937e-02 -0.7786252982
## 591 D -2.080395588 1.381081274 -1.119763889 1.940284e+00 -0.7267453474
## 592 ND -1.051886778 -1.506303153 -1.419429534 -7.711730e-01 -0.5844886537
## 593 D 0.298394165 1.178727275 -0.195781556 -3.004010e-02 1.2861960389
## 594 ND 0.030148883 -1.648656873 1.704167959 3.308797e+00 -0.3392612158
## 595 ND -1.721527706 -0.493960219 0.289202593 3.080640e-01 -1.2857505404
## 596 D -1.117947276 -0.953402182 1.247500858 -7.777073e-01 1.8038304130
## 597 ND 0.797657754 0.300859909 -1.784182136 2.714563e-01 0.9500818174
## 598 ND 1.964001442 -1.576629045 0.882948583 4.840674e-01 -0.6052844243
## 599 D 0.202067531 0.760781260 0.018942269 -1.423853e+00 2.0841160335
## 600 ND 1.436056975 -1.140641368 1.129772299 -4.033787e-01 -0.5841539952
## 601 ND 0.753902839 -0.584915970 -0.839197512 1.181532e-01 0.7236172945
## 602 ND 3.170503939 0.122188486 1.590523416 -4.374432e-01 -1.2893901689
## 603 ND 0.452734833 -0.566421565 -0.856965584 -7.979715e-01 0.0581072954
## 604 D -1.764465692 1.495517312 0.449928788 3.144432e-01 -0.2783317338
## 605 D 1.755031093 0.597166064 2.735777962 -1.449776e+00 0.3463716599
## 606 ND 0.178242874 -1.346091304 -0.293539094 1.936518e-01 0.4334982489
## 607 D -3.104311999 -1.985638103 1.536102104 5.656525e-01 0.7765793431
## 608 ND 1.465836303 -1.013220056 0.138777566 2.957393e-01 -0.4809180989
## 609 ND -1.985304161 -1.564932324 -0.340349341 -1.468863e+00 0.3619358603
## 610 ND 1.087535352 -1.003337430 0.338501792 -1.248310e+00 -0.2225642152
## 611 ND 0.553451090 -0.960696393 0.180620185 -6.279089e-01 -0.6177515212
## 612 D -1.082977205 -0.154979484 1.533949555 -7.395795e-01 0.3644156695
## 613 D -3.280092061 0.181434109 0.709680721 -2.707518e-01 -0.5701704695
## 614 ND -0.232763386 -0.123156766 -0.425386225 1.525694e+00 -0.1089796608
## 615 D -1.554205085 1.947468815 0.223318485 1.308376e-01 -1.0308958607
## 616 ND 1.705339648 0.246079875 -0.323970800 -3.764761e-01 0.5827104157
## 617 ND 0.833460707 1.202223044 -1.017895329 -4.622357e-01 0.7735235995
## 618 ND 2.334839033 -0.691664254 -0.448031356 9.941028e-02 -0.5703524710
## 619 D -0.847689262 1.718547440 0.548798031 2.637855e+00 -0.4891503771
## 620 D 2.725092938 -1.114373431 1.461466290 -9.602978e-01 0.1918108389
## 621 ND -1.123627218 -1.109612384 -1.298810081 -6.317475e-01 -0.3081027366
## 622 ND 0.146860525 -0.860599497 1.095589390 3.582586e+00 0.4542604184
## 623 ND -1.951990537 1.698646999 1.248858036 2.151574e+00 2.4229964889
## 624 ND -0.202039914 -1.773871911 -1.166628252 -1.509014e-01 0.3001366187
## 625 ND 1.722099087 -0.357853382 -0.401433420 -5.744524e-01 0.8160985811
## 626 ND -0.775760819 -0.712307112 -1.877889329 3.270899e-01 -0.7010199207
## 627 ND 1.825393322 -0.519329451 0.087200322 -7.464897e-01 1.2355675720
## 628 ND 0.959224477 -0.553718453 -0.195934806 -2.831702e-01 1.8220078512
## 629 ND 0.453758515 1.654656381 -0.602187773 -5.733193e-01 0.8493966854
## 630 ND 1.550656489 -0.448138854 -0.702637334 -3.609150e-01 -0.5257854675
## 631 D 0.964938610 1.073978107 0.656655281 9.692613e-01 0.1754330638
## 632 ND -0.158831788 -1.556733089 -1.247840394 -4.394068e-01 -0.1262828318
## 633 ND 1.838521768 -0.283239845 0.218936085 -1.776596e-01 0.6926601921
## 634 ND 0.227481489 -0.895324280 -0.219803830 -1.439069e+00 0.3522917979
## 635 ND 1.756229038 1.532945020 -0.310684083 -1.364761e-01 -0.8273709586
## 636 D 0.643287562 2.413658949 -0.232226686 6.407993e-01 -0.6934365986
## 637 ND 1.135022962 1.696284882 -0.490266660 -2.858241e-01 0.1867957770
## 638 ND 0.445048493 -0.923850096 -0.395639237 7.327349e-01 0.2507031214
## 639 D -1.128747306 -0.098113823 -0.585710592 1.448306e+00 -0.6193827872
## 640 ND 1.705304983 -0.315023763 -0.284013433 -6.365728e-01 0.0733131146
## 641 ND 0.144202179 -0.978210793 -0.227303000 6.161028e-01 0.6378840252
## 642 ND 0.918812691 0.220521000 -0.234362901 -3.553023e-01 1.0641272534
## 643 D 0.362433524 2.250925898 -0.017481362 -7.085282e-01 0.7874087722
## 644 ND 2.680463213 -0.314399677 1.881436595 6.947536e-01 -0.8325158881
## 645 ND -0.189030918 -0.941048918 0.230419993 5.995318e-01 -0.5891850730
## 646 ND -2.317159104 -1.308318333 0.434597961 -2.365327e+00 -0.5109021798
## 647 D -0.177348791 -0.163525391 1.150976197 -9.629115e-01 0.7891304577
## 648 D -1.067618142 -1.698290073 1.034353474 -1.156835e+00 0.6400117428
## 649 D -1.086502690 1.661907128 -0.339098576 -5.998197e-01 -1.4072831888
## 650 ND 1.434697841 -1.102893204 -0.488054241 -6.424893e-01 0.0825312110
## 651 ND 1.313700636 -1.310219312 -0.080806768 -4.912460e-01 -0.6966998935
## 652 ND 0.165130865 -1.067652582 0.115237322 -1.591837e-01 0.1501925215
## 653 ND -0.553864402 -0.366262395 -0.802757834 -4.578377e-01 -0.5931748309
## 654 ND 1.646243803 -0.129122148 0.661134540 1.282011e-03 0.7448633932
## 655 ND 0.192940193 -1.349280263 -0.786132143 -9.100987e-01 -0.1388756403
## 656 D -2.002555461 -1.873286425 1.564062872 -2.494690e+00 -0.9068939951
## 657 ND 1.116538676 -1.208031833 -0.180844304 -7.559850e-01 -1.0284101298
## 658 ND -2.384397046 -1.169061313 0.273460662 1.505527e+00 -0.2293703020
## 659 ND -0.637040015 3.196876503 -1.462854606 -1.597778e-01 0.5306408822
## 660 D -0.647629729 -1.105173302 -0.205473541 2.629692e+00 -0.1237533272
## 661 ND -0.016280254 3.308109303 0.189286044 -7.688274e-01 0.4158387484
## 662 D -2.487272281 -1.377121565 1.028614472 1.586258e+00 1.9990154571
## 663 D -2.919355810 1.030982212 -0.895860598 -1.450261e+00 -0.5443810274
## 664 D -2.174343450 0.724175814 -0.213355153 2.548979e-01 -0.9346848426
## 665 D -0.074536367 0.468978288 -0.682710687 -1.322411e-01 -0.9588677157
## 666 ND -0.653533539 -1.498631889 -1.153714067 -7.025660e-01 -0.3650016885
## 667 D -0.625526968 2.528007670 -0.297699472 -3.975721e-01 0.4550246776
## 668 D 0.407386866 1.614519921 -0.706062677 -2.893798e-01 -1.2820932000
## 669 ND -0.598934000 0.155158601 0.015643323 -2.857359e-02 -1.5805379391
## 670 ND -0.990021278 1.680156734 -0.140711362 -1.019203e+00 -0.6999822178
## 671 ND -1.574871006 1.056083728 1.079097146 -2.574420e-01 -0.1495073265
## 672 ND 1.695306323 -0.923805129 0.249405880 4.739796e-01 0.3871785416
## 673 ND -0.502272520 1.912996440 -2.262704404 6.593622e-01 -1.0805335204
## 674 ND -3.166539758 -1.561150169 -1.267945266 7.215277e-01 0.8136397761
## 675 ND -0.049326075 3.038618566 -0.530211201 1.232931e+00 -0.1012470858
## 676 D 0.075468416 1.341364154 0.971949023 -1.072546e+00 1.5938390212
## 677 D 0.202273330 3.084913758 0.239489006 -6.161232e-01 0.4368764417
## 678 ND 1.646076203 -0.715169406 -0.546194538 -1.251901e-01 0.9571561572
## 679 D 1.407234083 -0.068967834 -0.136675242 -7.680163e-01 0.7798569910
## 680 ND 0.422928592 -1.361336443 1.094992492 -1.529236e-01 -0.7709865168
## 681 ND 1.787710971 -1.324321012 -0.690014858 3.889774e-01 -1.2280021862
## 682 D -1.411434740 -1.104305091 -1.033280785 -5.082997e-01 1.6201345386
## 683 ND -0.491258901 -2.021707301 -1.213252296 -6.062326e-02 -0.0909222857
## 684 D 0.643531068 0.397276516 -0.139304473 3.023837e-01 1.1819492043
## 685 ND 1.492335504 3.244013425 1.849669846 4.891956e-01 -0.1549106414
## 686 ND -0.771349598 -1.114879973 0.322375099 -2.416409e-01 0.0760122841
## 687 ND 1.710641820 0.032011404 0.480424877 -4.825350e-01 0.7956547443
## 688 ND 1.498853648 -0.622213805 -0.111943247 -4.917203e-01 -0.0219359561
## 689 ND -0.412356524 -1.253150973 1.128935428 1.935243e-01 0.2648937075
## 690 D -2.407488289 -0.457947513 -0.838979959 -7.378372e-01 0.1616535449
## 691 ND 0.774523606 1.354276800 0.398307264 1.420964e+00 0.1581995414
## 692 D -1.369204861 3.357722950 -1.346914298 -3.321156e-01 1.0312973069
## 693 ND -0.894261844 -1.371693946 0.007274084 9.665692e-01 0.3539503191
## 694 D -1.665246899 0.342665357 -0.434279531 -7.900050e-02 -1.2459795585
## 695 ND 2.341942451 -0.201429212 -0.150409982 -3.008128e-01 0.2261079669
## 696 D -2.166713631 0.588480317 0.522171848 -2.154899e+00 -1.3603493480
## 697 D -0.454311389 0.076698136 0.542006262 -1.296130e+00 0.6946494646
## 698 ND 3.337369722 -1.275278364 1.642042110 -4.880249e-01 -0.2784622382
## 699 ND -0.611821287 -0.080279812 -0.055902568 3.278001e-02 0.6274197642
## 700 ND -0.067477321 -0.080406609 -0.050307729 1.364891e+00 1.4445920376
## 701 ND -0.814586154 -1.085924563 -0.123637685 -3.770907e-01 0.0306371213
## 702 D -0.374933435 1.296048341 -0.159211828 5.924765e-01 -0.4272018112
## 703 D -1.596261741 0.723914711 0.366736052 8.771368e-01 1.4690186301
## 704 ND 1.756862945 0.051422289 1.641959104 -4.842986e-01 0.1522315218
## 705 ND 0.538391830 -0.152238558 -0.621484446 -8.538342e-01 -0.2937026304
## 706 ND -0.025569357 -0.155388098 -2.149221582 1.588342e-01 -0.7559013209
## 707 D 4.051332060 1.313355359 3.046454539 -5.524353e-01 -2.3309083294
## 708 ND -0.258175270 -1.591406119 0.905208968 -1.758202e+00 -0.7496648977
## 709 D -0.004186573 2.558060110 0.052318031 -9.407587e-01 0.7196288861
## 710 D -0.447583358 -1.630357624 -0.273291045 5.650160e-01 -0.4637625050
## 711 ND -0.935358746 -0.919441933 1.443403878 -1.961405e+00 -0.1238944613
## 712 ND -0.182060365 0.706517388 -0.330936784 1.216385e-01 -0.1130611408
## 713 D -0.909927483 1.057699412 -0.604762023 3.172379e-01 -0.8632999843
## 714 ND 0.034140870 -1.690348050 1.160667271 -1.346324e+00 -0.1828998077
## 715 ND 1.491271323 0.491463707 -0.688110930 -4.810501e-01 0.5995195897
## 716 D -2.511118742 -0.319309244 2.590541204 -8.254163e-01 -0.9436315732
## 717 D -2.152716849 -0.718865865 1.106018678 3.231652e-01 0.4075815563
## 718 ND 0.439332340 2.461680170 0.021799472 1.119237e+00 -1.3467408071
## 719 ND -0.635427126 -1.913237953 -0.312695825 -3.441667e-01 -0.8371944098
## 720 D -0.201458724 1.156423720 -1.042658451 5.093855e-01 -0.4445731713
## 721 ND 0.757407402 0.318773228 -1.306902024 3.670320e-01 -0.1506322074
## 722 ND -0.623733935 -1.808533032 -0.480877153 -8.108083e-01 -0.3426077048
## 723 D -0.520850597 -0.095746102 0.483742723 -8.243987e-01 0.1795262419
## 724 ND -1.040924271 0.543641895 -1.155203106 -3.825896e-01 -0.2318665593
## 725 ND 0.559188908 0.968724865 -0.981955979 -1.214194e-01 1.3891895829
## 726 ND -0.609491220 0.075195753 -1.517912902 -8.372119e-02 -0.2475408441
## 727 ND -0.724792982 -1.334020247 -0.349709881 -2.258672e-01 0.1376199664
## 728 ND -0.029383730 -0.950753491 -0.558894866 -2.110328e-01 1.2649558736
## 729 ND 0.750793925 0.326884503 0.503777556 -9.773032e-01 1.9976947495
## 730 ND 2.179171015 -0.490952758 -0.287304734 -4.483084e-01 0.3414928178
## 731 D 0.004674951 0.076536250 -0.173470614 -4.958128e-01 0.1535838152
## 732 D 0.974937640 1.020087108 -0.609160017 -2.750314e-01 0.4671460549
## 733 D -2.243237682 -0.998610048 -0.271735092 -2.767036e-01 1.2811192180
## 734 ND 0.395662462 -1.388585892 0.309833961 -3.409127e-01 -0.6412649465
## 735 ND 1.117140500 1.366901728 0.324907886 6.495121e-01 0.5658378897
## 736 ND 0.513343281 -0.516031246 -0.967169431 9.316834e-02 -0.5739822708
## 737 ND -0.126238488 -1.314292545 -0.167748558 -2.113109e-01 0.5665964236
## 738 ND 0.455728228 0.992750600 -0.960877394 1.438360e+00 -1.2225916257
## 739 ND 0.261047845 -1.329743170 -0.088812767 -1.358487e-01 -0.0915743411
## 740 D 0.685407287 0.475302698 -0.850457225 3.242402e-02 1.1722330025
## 741 D -2.278377382 1.395596953 -0.351736852 9.875549e-01 -1.2460934237
## 742 ND 0.941627064 -0.850364140 0.385237221 -1.311161e-01 -0.6050201391
## 743 ND 0.990532775 -1.152890760 0.045530686 -7.938976e-01 -0.0906299257
## 744 D -0.479590554 2.364821142 0.029166054 8.828244e-01 0.8493673319
## 745 ND -2.940084100 1.428945064 0.401940618 1.584368e+00 -0.7117160986
## 746 ND -0.883529466 1.843509349 -0.667428858 5.600112e-01 -1.8372022928
## 747 D -1.732518549 -0.883948037 -1.816848533 -2.417774e-01 1.3911791545
## 748 ND -1.279256758 -1.526869053 -0.928343179 2.228727e+00 0.0421440959
## 749 D -1.538174530 0.040070555 1.007229825 -1.329165e+00 0.7847888768
## 750 D 0.810881974 2.228148887 0.938698111 -9.856666e-01 0.5342055596
## 751 D 0.313915576 -0.125621561 1.161435074 1.722043e+00 1.4176893023
## 752 ND -0.686663174 -1.076485436 -1.156380038 -4.968229e-01 0.2041032783
## 753 ND 1.214175365 -0.451475716 -0.376678469 -3.440475e-01 -0.2607429631
## 754 D -3.536839474 -2.030174014 0.387173126 -2.643623e+00 0.0669143554
## 755 D -0.943422396 1.557927855 -0.162869644 -2.251575e-02 -0.1698955785
## 756 D -1.752981178 -0.808037178 -0.012366183 1.374616e+00 0.4911692938
## 757 ND -1.001203786 0.923553213 -0.961882735 5.476746e-02 -0.3245118684
## 758 D 0.546171231 0.975959235 -0.318807144 -3.121721e-01 1.3774254197
## 759 ND 1.061503814 -0.267265946 -0.983341993 -3.644062e-01 1.3142064035
## 760 D -1.084444104 3.329631982 0.237571060 -8.282877e-01 1.6980571909
## 761 ND 0.926482778 -1.240093311 0.042700341 1.193983e+00 -0.2870976806
## 762 D -1.674875045 1.564698200 -0.404536488 -2.486830e-01 0.2617922172
## 763 ND 2.012865700 1.498685290 -0.214542283 -1.964149e-01 -0.8667989053
## 764 ND -1.561067382 1.921897914 -0.866842787 -3.906710e-01 -2.5398720121
## 765 ND 0.100340070 -0.613781009 -0.763855604 -1.347709e-01 0.4989652391
## 766 ND 0.283290637 0.097001817 -0.077141667 -6.871133e-01 -0.5226686533
## 767 D 1.059633773 0.836517204 0.424753643 -2.043597e-01 0.9569693910
## 768 ND 0.839344740 -1.151004764 -1.008520943 8.687219e-02 -0.0825969923
## PC6 PC7 PC8
## 1 0.3569498928 -0.858262022 0.973669027
## 2 -0.4060647160 -0.756541009 0.353983856
## 3 -0.0399914575 1.152239401 1.067832066
## 4 -0.4122511681 0.029228254 -0.130562776
## 5 1.0776386251 -0.549000452 -0.319143547
## 6 -0.4097269708 0.610266380 -0.038551139
## 7 0.4308838429 -0.235591486 -0.075800545
## 8 3.1623236733 0.834229106 -0.235098279
## 9 -1.0888274066 -1.357207514 -0.612851240
## 10 -3.2331150716 -0.190214370 0.856483255
## 11 -0.0287980922 0.654132499 -0.688095344
## 12 1.0102865580 1.482510794 0.251265467
## 13 -0.5185188180 0.280844378 -0.125055201
## 14 -1.6809822220 -1.212701456 -3.074727031
## 15 -0.7386354093 -0.621549506 0.112038761
## 16 2.3859253546 0.167314408 -0.384437923
## 17 0.1319143424 -0.607416985 -0.519278300
## 18 0.0098392375 0.913971973 -0.287964896
## 19 2.1263872496 -1.233983381 -0.202301521
## 20 -0.0270916097 -0.546535255 -0.016262388
## 21 -0.4118684056 0.336220298 -0.191067558
## 22 0.1317325821 0.083293771 -0.968056294
## 23 0.5550938734 0.731664599 0.329596904
## 24 -0.0642522544 0.847134851 1.251723911
## 25 -0.0807999965 0.282990032 0.160577385
## 26 0.2265283363 0.492600840 0.204599840
## 27 0.8792228560 0.327215170 -0.366263930
## 28 -1.0131764429 0.239117447 -0.334572968
## 29 -0.7572224122 0.293322793 0.456091320
## 30 -0.3154760671 0.379872819 -0.550538587
## 31 0.2821839133 -1.533160139 -0.213805766
## 32 -0.6612436989 0.320333224 0.353455443
## 33 -0.2670695422 0.414520551 -0.183144841
## 34 -1.4991161600 1.010664702 -0.068912366
## 35 -0.1663986471 0.168043768 0.954592341
## 36 -0.8235515453 -0.081814924 0.005216571
## 37 0.5240576698 1.508174625 0.055340226
## 38 0.2046548252 -0.167339781 0.600675325
## 39 0.5887907527 -0.448799348 0.485428048
## 40 -0.2561638845 -1.401872835 -0.455503444
## 41 0.5655282277 0.217921112 1.059440201
## 42 0.5488053024 0.861238814 -0.505739109
## 43 -1.2151027100 -0.292932289 0.319815144
## 44 -0.2280264935 0.391066927 -0.738106996
## 45 0.2634623748 0.368120375 0.382642066
## 46 0.7787805128 -0.096407885 1.414608398
## 47 0.3037710987 -0.037638446 0.085985222
## 48 -0.4357007637 0.079235295 0.213906605
## 49 1.0819190956 0.326925883 0.382566901
## 50 -0.1382210601 0.480040290 1.133944989
## 51 -1.6517223740 0.377684100 0.040390725
## 52 -0.1674887853 -0.258878454 0.109919408
## 53 -0.4123151714 0.164269346 0.256166668
## 54 -0.7131011340 -0.441640169 -0.180476090
## 55 -0.0873643588 0.041582915 -0.245224779
## 56 -0.1865678559 -0.039204952 -0.141693614
## 57 0.4272822081 0.094034205 0.248793831
## 58 0.2180122670 -0.857743599 0.204030228
## 59 -0.0242624258 -0.497897789 -0.732289353
## 60 0.7015054567 -0.397596812 -0.127119188
## 61 -0.4785730147 -0.251762938 0.717305361
## 62 0.4694237698 0.652331964 -0.172928299
## 63 -0.3977560008 0.090002741 -1.137335383
## 64 -0.3937618051 0.011207112 0.919861150
## 65 0.5384832884 0.197077513 -0.521389858
## 66 -0.1541903765 -0.004706674 0.497135361
## 67 -0.7504356573 -0.951881450 0.285608221
## 68 0.0592904995 -0.957619803 -1.441297800
## 69 -1.0625669470 -0.083656745 0.157591573
## 70 -0.6593339092 0.431376474 0.736389011
## 71 -0.0986363809 0.052716730 -0.379459058
## 72 -0.1043648635 0.405684743 0.804045308
## 73 0.9696034449 1.638286319 -0.623796054
## 74 -0.6061750193 1.008814166 -0.759049774
## 75 -0.2346826936 -0.115321778 0.226666429
## 76 -0.1571177092 -0.454295433 -0.902736621
## 77 -0.0567773576 0.312563788 -1.237500452
## 78 0.6303958288 0.246940025 0.363922994
## 79 3.2949444252 -0.630612845 -0.651047474
## 80 -0.3811422674 -0.001926663 0.717167936
## 81 0.2174816959 0.181593676 0.612358389
## 82 -0.4585605033 -0.383613968 0.563485774
## 83 -0.5160824462 0.359079903 -0.133166875
## 84 -0.5030552810 -0.387050507 0.760925582
## 85 0.5284406165 0.674219107 -0.894181588
## 86 -0.4049340672 0.046202348 -0.046531452
## 87 1.0380846794 0.149290001 1.272583600
## 88 0.5165389640 -0.032521897 -0.305726288
## 89 1.0909191072 1.167409614 0.476595633
## 90 -0.3534872603 -0.143314151 0.442668342
## 91 -0.6773859032 0.185607808 -0.232312635
## 92 -0.5650994434 0.293878726 -0.639048223
## 93 1.1670350215 -0.335431099 -0.403954399
## 94 -0.6098930575 -1.355292344 -0.282681542
## 95 -1.1047894777 0.655670483 0.739405079
## 96 -0.0443398658 0.047100877 -0.275803601
## 97 0.3141738469 -0.201788466 0.369301813
## 98 -0.5488862835 -0.170016787 -0.153750838
## 99 0.4831933543 0.524126970 0.434586605
## 100 0.4280143922 -0.489048578 -0.405167625
## 101 0.4564044932 0.123643130 -0.175137124
## 102 -0.0059613708 0.319137343 0.445603498
## 103 -1.6509866030 0.518773632 0.195266002
## 104 -0.6775027113 -0.057908257 -0.159085498
## 105 0.6582488128 0.372273781 -1.145484196
## 106 -0.2202698651 0.127302350 0.291531215
## 107 -2.5421970924 0.518974607 -0.295704915
## 108 0.1244051240 -0.389596754 0.360638088
## 109 0.6142373016 -0.111053540 0.160555531
## 110 -0.1578499881 -0.166600733 -0.203837009
## 111 0.0925541370 0.312573146 0.970669685
## 112 -0.2799667521 0.353528601 -1.471138294
## 113 -0.3420460775 -0.232109354 0.354535522
## 114 0.5033511617 0.630967307 -0.908554092
## 115 0.3984672299 0.055937334 0.581819832
## 116 -0.6571591735 -1.093482425 -0.470399208
## 117 0.3164371062 0.183532426 -0.434186633
## 118 0.9311779941 0.737499878 -0.830801208
## 119 0.1353963374 0.412874548 0.508819462
## 120 -0.8823272096 0.756352963 0.240943581
## 121 1.4407505227 -0.461631140 0.825774206
## 122 0.7334000881 0.403596557 1.050272065
## 123 -0.1626742022 0.165422323 0.093063745
## 124 -0.5615929896 -1.660053725 -0.570214950
## 125 -0.1020757145 0.229188030 -0.466308291
## 126 3.0029402319 -0.756976922 -0.736382839
## 127 0.7580818185 -0.004655474 -0.383165336
## 128 0.3650859239 -0.298950816 0.480486232
## 129 -0.7283450240 -0.719426652 -0.581365914
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## 493 0.3340488108 -0.492174437 0.674994293
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## 518 0.2954863223 -0.095183799 -0.749170022
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## 523 -0.1448094928 0.170994220 1.192639053
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## 534 2.2830138838 0.039715240 -0.519943088
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## 553 -0.7395916295 -1.237790309 -0.784296377
## 554 -0.0813463052 -0.134088783 0.010887755
## 555 0.2556498196 -0.281361991 -0.814548152
## 556 -0.6434947577 0.162866901 0.173701372
## 557 0.5418140928 -0.811285907 0.434332244
## 558 -0.2180497036 -0.533145024 -0.619457886
## 559 1.8934713706 0.213347704 0.305182308
## 560 0.1950760226 1.343523687 -0.552758699
## 561 0.2741778370 -0.615423504 -0.663134837
## 562 0.4748772229 -0.171065713 0.126276160
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## 569 -0.1280480924 -0.244226389 0.516228927
## 570 -0.0423894160 -0.817250607 -0.289739201
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## 572 -1.5142122158 0.879662206 0.331157084
## 573 0.2025449225 0.155951670 0.690752898
## 574 0.3664846404 0.274384044 -0.606747014
## 575 -1.4779972783 0.552083056 -0.397301884
## 576 1.0867556556 -0.772435014 0.909037225
## 577 0.0019920595 0.116365670 -0.043587973
## 578 0.6292711011 0.899767162 -0.718460907
## 579 0.2174707342 1.110792617 0.209537446
## 580 0.4504836840 -3.352285270 3.534735366
## 581 0.3254158046 -0.189412196 1.346208194
## 582 0.0570536942 0.335473803 0.944317483
## 583 -0.1411888388 -0.336715694 0.261455236
## 584 0.7575912350 0.453528188 -0.943327652
## 585 -1.5927451329 0.240161863 -2.368814020
## 586 -0.4136885757 0.021404381 0.171464629
## 587 0.9001344986 0.462826343 -0.147685821
## 588 -0.2510706642 0.748331510 -0.108910359
## 589 -0.7309787730 -0.856124531 0.192212902
## 590 1.1871660903 -0.759610148 -0.494507809
## 591 1.2296359611 0.415857845 0.308629911
## 592 0.1997391651 -0.187506707 0.417183700
## 593 -0.0008458607 -0.405554223 -0.524798900
## 594 -0.3399002509 0.251245230 -0.448995987
## 595 -0.2328821534 0.177600181 0.166923211
## 596 -0.7185902166 0.553776786 0.267140650
## 597 0.7621243809 -1.218009602 -2.045914399
## 598 0.9957819112 -0.295410622 0.083652239
## 599 0.5085076882 -0.444965846 -0.001874840
## 600 -0.0110797250 -0.355642178 -0.013165070
## 601 -1.0144480394 0.120832060 0.413234731
## 602 1.8564947540 0.122600952 -0.123535172
## 603 -0.3769479499 -0.726885520 1.119421300
## 604 0.0351243520 -0.587865840 0.077573155
## 605 2.3779915837 -0.520795159 0.683849858
## 606 0.6930833304 -0.106668668 0.790724483
## 607 -0.2412029015 0.489554068 0.324783364
## 608 -0.9872016092 -0.299853096 0.530014985
## 609 -0.0955780491 -0.223763306 -0.257871250
## 610 -0.7836734703 0.161602550 -0.449931301
## 611 0.1968821871 0.263660562 -0.368228002
## 612 0.2440498848 -0.184577747 0.141268266
## 613 -0.4137127644 0.424485313 -0.021883631
## 614 -0.1285194362 0.777572275 0.588172925
## 615 0.4411057462 0.333655706 -0.105045663
## 616 -0.4642232194 0.406234296 -0.203003200
## 617 -0.7891936637 1.007720976 -0.135517814
## 618 -0.8304956390 0.077570411 -0.059665746
## 619 -0.5499403920 0.038046732 0.392764389
## 620 2.3598288071 -0.614053949 -0.313040770
## 621 -0.2307866398 -0.171901936 0.002869429
## 622 -1.2098891332 0.210725774 0.286610488
## 623 0.1423951393 0.596890802 -0.031307679
## 624 0.6591839064 -0.027257642 -0.726984195
## 625 0.2106568681 0.528853846 -0.312509933
## 626 -0.0879652544 -0.087393259 0.453303129
## 627 -0.5279326551 0.236174792 0.117704674
## 628 -0.2139802684 0.431730128 -0.127733038
## 629 0.1836315225 -0.190296541 -0.531428024
## 630 -0.2628863303 0.442748018 0.605106455
## 631 0.0345503150 0.760567767 -0.154141345
## 632 -0.2754769586 -0.441768121 0.300104209
## 633 -0.1029141998 0.401130207 -0.109268344
## 634 -1.0757241664 0.392753313 -0.217950009
## 635 0.2320425822 1.251652024 -0.224889524
## 636 0.4758578495 1.575049310 -0.319775827
## 637 -0.2055192447 -0.500333180 -0.668962762
## 638 -0.4311401492 0.388850755 -0.274817274
## 639 0.5401177305 0.603589977 -0.250094732
## 640 -1.2986229374 -0.198159151 0.104717029
## 641 -1.1654870082 -0.024517253 -0.432580974
## 642 0.4461064815 0.847234728 -0.173572111
## 643 -0.1692868167 -0.296607530 -0.098750258
## 644 1.9804637575 -0.291392438 -0.528719269
## 645 -0.7909316144 0.187938465 0.005096491
## 646 -0.2566589533 0.092509686 -1.014231529
## 647 -1.0807594431 -0.256130364 0.493064099
## 648 0.9405105830 -0.232727222 0.818210175
## 649 -0.4325738352 0.626134233 0.736343359
## 650 -0.1428185360 -0.451815672 0.648484848
## 651 -0.3012351548 -0.231325733 0.034998625
## 652 0.2396650095 -0.223942637 -0.152137343
## 653 0.1810737372 0.180891943 0.779545769
## 654 0.1319721225 0.148101048 -0.079770346
## 655 -0.0526008656 0.019740358 -0.192736755
## 656 0.1444206989 0.453614929 -1.671935978
## 657 -0.5881500234 -0.161666746 0.778330461
## 658 -0.3890174555 -0.998370014 -0.171810466
## 659 0.0271930983 0.782697751 -0.650584196
## 660 -0.5648676122 0.307935656 -0.198748129
## 661 -0.1951917451 0.221027587 0.255966705
## 662 0.7829283922 0.198596936 1.880814359
## 663 -0.6347576287 0.256183576 0.546440081
## 664 0.3592735619 0.321410028 0.796747284
## 665 0.7912599443 -0.603525315 0.843011523
## 666 -0.3182086906 -0.272822190 0.439845920
## 667 -0.1554837994 -2.131171094 -0.050389105
## 668 0.1624336624 0.344611929 0.765893569
## 669 0.3265653030 -0.463807347 -0.584369517
## 670 0.0119081938 0.110130581 0.724538913
## 671 0.1399027111 -0.452730171 0.114101736
## 672 -0.2419009325 0.178612021 0.108351571
## 673 -0.6227780482 0.397377185 -0.712170321
## 674 0.7041738552 0.990783603 -1.171223715
## 675 0.0885012089 -0.988909229 -1.417164103
## 676 0.4364452258 0.890154089 0.860778430
## 677 -0.5975279401 0.114867143 0.277734364
## 678 0.5352703353 -0.083275879 -0.860940405
## 679 1.1482475858 0.382011632 -0.383889301
## 680 -0.9230012676 0.426712890 -0.827137893
## 681 -0.3908761006 -0.137132514 0.003002738
## 682 1.4500616865 -0.401691225 0.739639842
## 683 0.9772612800 -0.359357111 -0.301927222
## 684 -0.1330346398 0.810765913 -0.194833068
## 685 -3.0626108042 -1.634929784 0.634537848
## 686 -0.4357406996 0.323547367 -0.262232095
## 687 -0.3796861403 0.690425189 0.344000289
## 688 0.3743607588 -0.612494589 0.284812805
## 689 -1.2488411829 0.282729865 0.401023898
## 690 0.4877438755 -1.406231205 -0.191967594
## 691 -0.7282962532 1.100604142 -0.108909502
## 692 0.2606897666 1.725963633 -0.167282565
## 693 0.3758678313 0.260862320 0.137139798
## 694 0.6988339214 -0.466481064 0.563685357
## 695 -0.3657911478 0.188913866 -0.320318832
## 696 -1.4559828911 0.508120458 -1.484873967
## 697 -0.2970716604 0.143707441 0.511524791
## 698 1.6343183397 -0.534674124 -0.241004062
## 699 -0.5742799487 0.842309089 -0.633565473
## 700 1.1420670527 0.909236389 -0.807238178
## 701 -0.2496971126 0.230309293 -0.434959284
## 702 -0.4124502574 -0.753690001 0.783647650
## 703 -0.3551525823 -1.471949252 0.754622900
## 704 2.9440419593 -1.205404556 -0.676504330
## 705 -0.4997979816 0.377462706 0.009494570
## 706 0.6130763501 0.318509112 0.185284936
## 707 0.0579672366 0.648330722 1.272825693
## 708 0.3876398645 0.358437988 -1.058066348
## 709 0.4274850123 0.549495310 0.194581580
## 710 0.2965847827 0.163066641 -0.510257932
## 711 -0.4948974365 0.866718237 -1.028828650
## 712 -0.2890203905 -0.309395779 0.594524675
## 713 1.6018880947 0.400358349 0.778669126
## 714 -0.7352271158 0.178926080 -0.502303003
## 715 -0.2117995361 0.110059906 -0.508632535
## 716 0.3481294876 0.677754866 -0.096286709
## 717 -0.3879491049 0.105741257 0.803442773
## 718 -0.5039859216 -0.378876888 0.097089773
## 719 0.2273885508 -0.389271073 0.176432382
## 720 0.2460993110 -1.124546747 -0.182419179
## 721 -0.6658170283 -0.039043383 -0.106032914
## 722 0.2579651432 0.044257105 -0.257763076
## 723 -0.3773328024 -1.125266061 0.334827450
## 724 0.0981033165 -0.332256884 -0.268362688
## 725 -0.7427103720 -0.758904096 -0.843987882
## 726 0.5819237324 -0.653343029 0.545118976
## 727 -0.3253153617 0.070668573 -0.380393799
## 728 -0.3816039875 -0.001909658 0.899508780
## 729 -1.1113698241 0.840785836 0.937241223
## 730 0.4973816863 0.311536946 -0.518130041
## 731 -0.5856828111 -0.187509479 0.330439015
## 732 -0.3676351776 1.773143068 0.136956467
## 733 0.4152769588 0.380730288 0.685728640
## 734 -0.1331157530 0.158042065 -0.109740013
## 735 -1.0053741459 -1.234407149 -0.622269134
## 736 0.7849623075 -0.122426457 0.384229572
## 737 -1.2255665583 0.168915467 0.383831994
## 738 0.1107981232 0.017559701 -0.337516255
## 739 0.3774717439 0.457416098 -0.853742374
## 740 0.4696969156 -0.755367665 -1.196014337
## 741 0.6696589906 0.379769780 -0.238417651
## 742 0.6200868256 0.007772446 -0.183916906
## 743 -0.1274618551 0.055862914 -0.163027334
## 744 -0.3277869665 0.814966806 -0.163086311
## 745 0.4201835181 1.497682576 0.565215171
## 746 -0.3462272050 0.564553680 0.160932933
## 747 0.8492856207 -0.228424908 0.725463006
## 748 0.7102183115 -0.610265803 -0.442303602
## 749 0.2272668528 -0.066509145 0.141817840
## 750 0.0125501830 -0.470373379 0.348286932
## 751 -0.0217252401 1.197876341 0.087481797
## 752 0.2487946032 -0.447960335 0.375881298
## 753 -0.0973792939 0.012309439 0.709907890
## 754 -0.5909358623 0.130672179 -0.867174630
## 755 0.2486654846 -0.135314001 1.164686607
## 756 -0.5916915467 -0.643634903 0.223734556
## 757 -0.2508676678 -0.034151548 1.329355935
## 758 0.2421313840 -1.539398295 -0.974515009
## 759 0.3123329597 0.206897939 -0.763842284
## 760 0.0145268856 -1.012507157 -0.050434007
## 761 -0.0425110351 0.076695338 0.326885073
## 762 1.5081047064 0.210255898 0.926381513
## 763 -0.1290104205 0.928422785 -0.190214022
## 764 -0.0772713570 -1.140613537 -0.138500074
## 765 0.5289939485 -0.152010309 0.467227243
## 766 -0.5379193778 0.335344678 0.289250403
## 767 0.1532072800 -1.179539450 -0.533995863
## 768 -0.1499986405 -0.245075649 0.515610204
# Means of scores for all the PC's classified by Survival status
tabmeansPC <- aggregate(diabetestyp_pca[,2:9],by=list(Outcome=diabetes$Outcome),mean)
tabmeansPC
## Outcome PC1 PC2 PC3 PC4 PC5 PC6
## 1 D -0.7528341 0.3610712 0.2649390 -0.04415307 0.16450065 0.2576547
## 2 ND 0.4035191 -0.1935342 -0.1420073 0.02366605 -0.08817235 -0.1381029
## PC7 PC8
## 1 0.03131902 0.07426134
## 2 -0.01678699 -0.03980408
tabmeansPC <- tabmeansPC[rev(order(tabmeansPC$Outcome)),]
tabmeansPC
## Outcome PC1 PC2 PC3 PC4 PC5 PC6
## 2 ND 0.4035191 -0.1935342 -0.1420073 0.02366605 -0.08817235 -0.1381029
## 1 D -0.7528341 0.3610712 0.2649390 -0.04415307 0.16450065 0.2576547
## PC7 PC8
## 2 -0.01678699 -0.03980408
## 1 0.03131902 0.07426134
tabfmeans <- t(tabmeansPC[,-1])
tabfmeans
## 2 1
## PC1 0.40351906 -0.75283406
## PC2 -0.19353416 0.36107119
## PC3 -0.14200730 0.26493899
## PC4 0.02366605 -0.04415307
## PC5 -0.08817235 0.16450065
## PC6 -0.13810290 0.25765466
## PC7 -0.01678699 0.03131902
## PC8 -0.03980408 0.07426134
colnames(tabfmeans) <- t(as.vector(tabmeansPC[1]$Outcome))
tabfmeans
## ND D
## PC1 0.40351906 -0.75283406
## PC2 -0.19353416 0.36107119
## PC3 -0.14200730 0.26493899
## PC4 0.02366605 -0.04415307
## PC5 -0.08817235 0.16450065
## PC6 -0.13810290 0.25765466
## PC7 -0.01678699 0.03131902
## PC8 -0.03980408 0.07426134
# Standard deviations of scores for all the PC's classified by Survival status
tabsdsPC <- aggregate(diabetestyp_pca[,2:9],by=list(Outcome=diabetes$Outcome),sd)
tabfsds <- t(tabsdsPC[,-1])
colnames(tabfsds) <- t(as.vector(tabsdsPC[1]$Outcome))
tabfsds
## D ND
## PC1 1.4172980 1.2949356
## PC2 1.3374167 1.2634782
## PC3 1.0626089 0.9594500
## PC4 1.1068095 0.8298610
## PC5 1.0240978 0.7669990
## PC6 0.9376437 0.7239233
## PC7 0.7152300 0.6089024
## PC8 0.7283739 0.5772944
t.test(PC1~diabetes$Outcome,data=diabetestyp_pca)
##
## Welch Two Sample t-test
##
## data: PC1 by diabetes$Outcome
## t = -11.102, df = 505.26, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group D and group ND is not equal to 0
## 95 percent confidence interval:
## -1.360990 -0.951716
## sample estimates:
## mean in group D mean in group ND
## -0.7528341 0.4035191
t.test(PC2~diabetes$Outcome,data=diabetestyp_pca)
##
## Welch Two Sample t-test
##
## data: PC2 by diabetes$Outcome
## t = 5.5833, df = 519.89, p-value = 3.806e-08
## alternative hypothesis: true difference in means between group D and group ND is not equal to 0
## 95 percent confidence interval:
## 0.3594629 0.7497478
## sample estimates:
## mean in group D mean in group ND
## 0.3610712 -0.1935342
t.test(PC3~diabetes$Outcome,data=diabetestyp_pca)
##
## Welch Two Sample t-test
##
## data: PC3 by diabetes$Outcome
## t = 5.23, df = 500.22, p-value = 2.496e-07
## alternative hypothesis: true difference in means between group D and group ND is not equal to 0
## 95 percent confidence interval:
## 0.2540730 0.5598196
## sample estimates:
## mean in group D mean in group ND
## 0.2649390 -0.1420073
t.test(PC4~diabetes$Outcome,data=diabetestyp_pca)
##
## Welch Two Sample t-test
##
## data: PC4 by diabetes$Outcome
## t = -0.87934, df = 431.2, p-value = 0.3797
## alternative hypothesis: true difference in means between group D and group ND is not equal to 0
## 95 percent confidence interval:
## -0.21940771 0.08376948
## sample estimates:
## mean in group D mean in group ND
## -0.04415307 0.02366605
t.test(PC5~diabetes$Outcome,data=diabetestyp_pca)
##
## Welch Two Sample t-test
##
## data: PC5 by diabetes$Outcome
## t = 3.5416, df = 430.85, p-value = 0.000441
## alternative hypothesis: true difference in means between group D and group ND is not equal to 0
## 95 percent confidence interval:
## 0.1124481 0.3928979
## sample estimates:
## mean in group D mean in group ND
## 0.16450065 -0.08817235
t.test(PC6~diabetes$Outcome,data=diabetestyp_pca)
##
## Welch Two Sample t-test
##
## data: PC6 by diabetes$Outcome
## t = 6.0152, df = 440.79, p-value = 3.777e-09
## alternative hypothesis: true difference in means between group D and group ND is not equal to 0
## 95 percent confidence interval:
## 0.2664518 0.5250633
## sample estimates:
## mean in group D mean in group ND
## 0.2576547 -0.1381029
t.test(PC7~diabetes$Outcome,data=diabetestyp_pca)
##
## Welch Two Sample t-test
##
## data: PC7 by diabetes$Outcome
## t = 0.93444, df = 476.28, p-value = 0.3506
## alternative hypothesis: true difference in means between group D and group ND is not equal to 0
## 95 percent confidence interval:
## -0.05305223 0.14926425
## sample estimates:
## mean in group D mean in group ND
## 0.03131902 -0.01678699
t.test(PC8~diabetes$Outcome,data=diabetestyp_pca)
##
## Welch Two Sample t-test
##
## data: PC8 by diabetes$Outcome
## t = 2.2174, df = 449.79, p-value = 0.02709
## alternative hypothesis: true difference in means between group D and group ND is not equal to 0
## 95 percent confidence interval:
## 0.01297193 0.21515891
## sample estimates:
## mean in group D mean in group ND
## 0.07426134 -0.03980408
## F ratio tests
var.test(PC1~diabetes$Outcome,data=diabetestyp_pca)
##
## F test to compare two variances
##
## data: PC1 by diabetes$Outcome
## F = 1.1979, num df = 267, denom df = 499, p-value = 0.08761
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.973794 1.483673
## sample estimates:
## ratio of variances
## 1.197915
var.test(PC2~diabetes$Outcome,data=diabetestyp_pca)
##
## F test to compare two variances
##
## data: PC2 by diabetes$Outcome
## F = 1.1205, num df = 267, denom df = 499, p-value = 0.2816
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.9108337 1.3877467
## sample estimates:
## ratio of variances
## 1.120464
var.test(PC3~diabetes$Outcome,data=diabetestyp_pca)
##
## F test to compare two variances
##
## data: PC3 by diabetes$Outcome
## F = 1.2266, num df = 267, denom df = 499, p-value = 0.0533
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.9971105 1.5191981
## sample estimates:
## ratio of variances
## 1.226598
var.test(PC4~diabetes$Outcome,data=diabetestyp_pca)
##
## F test to compare two variances
##
## data: PC4 by diabetes$Outcome
## F = 1.7788, num df = 267, denom df = 499, p-value = 3.755e-08
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.446026 2.203166
## sample estimates:
## ratio of variances
## 1.778832
var.test(PC5~diabetes$Outcome,data=diabetestyp_pca)
##
## F test to compare two variances
##
## data: PC5 by diabetes$Outcome
## F = 1.7828, num df = 267, denom df = 499, p-value = 3.326e-08
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.449220 2.208033
## sample estimates:
## ratio of variances
## 1.782762
var.test(PC6~diabetes$Outcome,data=diabetestyp_pca)
##
## F test to compare two variances
##
## data: PC6 by diabetes$Outcome
## F = 1.6776, num df = 267, denom df = 499, p-value = 8.016e-07
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.363740 2.077796
## sample estimates:
## ratio of variances
## 1.677608
var.test(PC7~diabetes$Outcome,data=diabetestyp_pca)
##
## F test to compare two variances
##
## data: PC7 by diabetes$Outcome
## F = 1.3797, num df = 267, denom df = 499, p-value = 0.002259
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.121598 1.708867
## sample estimates:
## ratio of variances
## 1.379736
var.test(PC8~diabetes$Outcome,data=diabetestyp_pca)
##
## F test to compare two variances
##
## data: PC8 by diabetes$Outcome
## F = 1.5919, num df = 267, denom df = 499, p-value = 9.489e-06
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.294062 1.971634
## sample estimates:
## ratio of variances
## 1.591893
# Levene's tests (one-sided)
library(car)
## Warning: package 'car' was built under R version 4.2.2
## Loading required package: carData
## Warning: package 'carData' was built under R version 4.2.2
(LTPC1 <- leveneTest(PC1~diabetes$Outcome,data=diabetestyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 5.2894 0.02172 *
## 766
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC1_1sided <- LTPC1[[3]][1]/2)
## [1] 0.01086195
(LTPC2 <- leveneTest(PC2~diabetes$Outcome,data=diabetestyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 5.583 0.01838 *
## 766
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC2_1sided=LTPC2[[3]][1]/2)
## [1] 0.00919206
(LTPC3 <- leveneTest(PC3~diabetes$Outcome,data=diabetestyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 4.167 0.04156 *
## 766
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC3_1sided <- LTPC3[[3]][1]/2)
## [1] 0.02078086
(LTPC4 <- leveneTest(PC4~diabetes$Outcome,data=diabetestyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 19.563 1.114e-05 ***
## 766
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC4_1sided <- LTPC4[[3]][1]/2)
## [1] 5.570628e-06
(LTPC5 <- leveneTest(PC5~diabetes$Outcome,data=diabetestyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 36.368 2.54e-09 ***
## 766
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC5_1sided <- LTPC5[[3]][1]/2)
## [1] 1.269841e-09
(LTPC6 <- leveneTest(PC6~diabetes$Outcome,data=diabetestyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 7.2991 0.007052 **
## 766
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC6_1sided <- LTPC6[[3]][1]/2)
## [1] 0.00352575
(LTPC7 <- leveneTest(PC7~diabetes$Outcome,data=diabetestyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 12.511 0.0004289 ***
## 766
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC7_1sided <- LTPC7[[3]][1]/2)
## [1] 0.0002144468
(LTPC8 <- leveneTest(PC8~diabetes$Outcome,data=diabetestyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 14.067 0.0001897 ***
## 766
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC8_1sided <- LTPC8[[3]][1]/2)
## [1] 9.486496e-05
# Plotting the scores for the first and second components
plot(diabetestyp_pca$PC1, diabetestyp_pca$PC2,pch=ifelse(diabetestyp_pca$Outcome == "S",1,16),xlab="PC1", ylab="PC2", main="768 Patients against values for PC1 & PC2")
abline(h=0)
abline(v=0)
legend("bottomleft", legend=c("Diabetic","Non-Diabetic"), pch=c(1,16))
plot(eigen_diabetes, xlab = "Component number", ylab = "Component variance", type = "l", main = "Scree diagram")
plot(log(eigen_diabetes), xlab = "Component number",ylab = "log(Component variance)", type="l",main = "Log(eigenvalue) diagram")
print(summary(diabetes_pca))
## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 1.4472 1.3158 1.0147 0.9357 0.87312 0.82621 0.64793
## Proportion of Variance 0.2618 0.2164 0.1287 0.1094 0.09529 0.08533 0.05248
## Cumulative Proportion 0.2618 0.4782 0.6069 0.7163 0.81164 0.89697 0.94944
## PC8
## Standard deviation 0.63597
## Proportion of Variance 0.05056
## Cumulative Proportion 1.00000
diag(cov(diabetes_pca$x))
## PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
## 2.0943799 1.7312101 1.0296299 0.8755290 0.7623444 0.6826284 0.4198162 0.4044620
xlim <- range(diabetes_pca$x[,1])
diabetes_pca$x[,1]
## [1] -1.067806862 1.120952811 0.396218504 1.115054156 -2.357797682
## [6] 1.434816261 0.929569845 2.148406325 -3.295777171 1.838652045
## [11] 0.532206965 -0.447648966 -0.703519595 -3.784640161 -1.007494805
## [16] 2.414600089 -2.209870937 1.179817980 0.154019940 -0.333030410
## [21] -2.035423962 0.292214484 -1.125944080 -0.059816990 -1.986235966
## [26] -0.446739972 -0.115431584 1.066311830 -0.610206498 0.354706149
## [31] -0.597672485 -1.801059862 1.772412677 1.728014295 -0.379868758
## [36] -0.325085475 0.199737520 -0.669707496 -0.095994098 -2.573770162
## [41] -0.514649628 -0.395481909 0.485829044 -3.594902619 0.668395536
## [46] -2.325769110 1.038568883 1.115065590 -0.122567195 4.353716521
## [51] 1.275941525 1.550773073 1.215658193 -2.937703952 -2.505575096
## [56] 2.548801700 -2.547666030 -2.361423312 -1.272541325 -0.473681297
## [61] 4.853806684 0.522305603 2.161297211 -0.175456571 0.870625784
## [66] 0.669185517 -0.440465299 -0.609895141 1.811883391 -0.351247459
## [71] 0.074772124 -0.431565023 -0.825041632 -0.931913053 0.805006910
## [76] 3.181695438 1.206417524 0.039222595 1.819437901 1.189413754
## [81] 2.115441989 5.124894255 -0.070370032 1.367831789 -0.924730974
## [86] -0.393695970 -1.063161674 0.127602244 -1.254250558 1.364510297
## [91] 2.860849848 -0.434536840 -1.030132797 0.824778520 0.088602534
## [96] -1.203699256 1.110503746 2.174075436 0.870697294 -2.520269744
## [101] -0.605897383 1.541380328 1.384987740 1.384236521 0.750269746
## [106] -0.090423704 1.169450490 -0.285866499 0.766913824 0.240858697
## [111] -0.886119674 -2.551470358 0.609145897 1.635396963 -1.101769999
## [116] -0.349751995 0.704722972 1.635474439 1.120789767 1.309804877
## [121] -2.852482401 0.128750959 -0.051322575 0.413265878 1.238673539
## [126] -0.640693712 -0.997162300 0.140354396 -0.738010497 0.462914182
## [131] -0.589838227 0.305784727 -1.473100199 -0.229455833 1.324287971
## [136] 0.224406143 0.520940756 0.818649350 0.639795330 -0.998901308
## [141] 1.071380114 -0.419093149 0.745653455 0.841540949 -1.022081681
## [146] 2.460769206 0.363795951 -0.883619488 -0.088258646 1.606502333
## [151] -1.544333905 1.570467614 -2.297422500 -3.144103916 -1.084046909
## [156] -2.168322840 1.251713809 0.544139309 1.086425606 -2.790369002
## [161] -0.714682333 -0.888478417 -1.462782814 1.077850916 0.360297944
## [166] -0.398162383 0.271399127 0.823796489 1.130675366 0.265850050
## [171] 1.038069756 -0.698503378 2.075747585 -0.334425214 0.946324876
## [176] -1.996697468 1.032526444 -3.370928818 -0.360862134 -0.394469168
## [181] 1.841098399 0.087727432 2.326303042 2.150869054 0.847420146
## [186] -1.480735786 -3.329421351 -1.688139018 -0.643513018 -0.918940898
## [191] 2.167413320 -1.036885964 0.453893426 0.342057106 1.423364595
## [196] -2.123341101 2.257604443 1.188321102 -0.876867074 -0.850238032
## [201] 0.401873780 0.341919843 0.674175717 1.546153277 -1.220806583
## [206] 0.741203385 -3.023547327 -0.711918824 0.590341656 -1.451776157
## [211] 1.524408539 -1.476209193 -1.629170272 -0.771167443 -1.002334326
## [216] -2.818925025 -0.629450744 -0.383174371 0.145265129 0.699219839
## [221] -2.543852987 -0.708232561 2.596568115 -1.430121506 1.110032739
## [226] 0.704675275 1.263454864 -0.625286217 -5.723425277 -0.484292298
## [231] -0.352575509 -2.833505109 0.935797302 0.831133863 1.004846592
## [236] -0.357568649 -2.188788161 -1.529886734 -0.919069509 1.887785162
## [241] 1.371452616 0.144905386 1.570804282 -0.513546360 -1.364151827
## [246] -1.570524540 0.729282028 -4.348585119 -1.864211408 0.808992634
## [251] 1.145212324 1.048494921 1.294220879 0.692816927 -0.423168470
## [256] 0.258794131 0.283307307 1.074294433 -1.056676322 -2.384664410
## [261] -0.654938533 1.920947255 0.315978144 -0.278426919 1.138583995
## [266] -0.396109443 1.604239906 -1.029861681 2.487365107 2.449583605
## [271] -1.859496551 1.011133279 1.300248121 0.053085819 0.422971031
## [276] -0.987293380 0.967863061 0.672019487 0.601392509 0.142110516
## [281] 0.550939468 -0.991806619 -0.666962274 0.050145596 1.037846818
## [286] -0.854568820 -3.660757991 -2.203921638 1.628900572 -0.601353598
## [291] 0.195126195 -0.147713228 -2.246907916 -1.139278834 1.097979075
## [296] -1.052941806 -1.383734403 -0.746556107 -1.242062178 0.528107199
## [301] 1.469575172 -0.357192734 -0.155597513 -0.537036501 1.196753312
## [306] -0.756556787 -0.712447604 0.778910488 -0.782485311 -0.952378029
## [311] 0.849855650 -0.742391188 0.042293968 0.911254518 -1.087295063
## [316] 0.235533677 1.356924566 0.317965521 -0.572826301 0.054205879
## [321] -0.021358713 0.476607673 0.802506443 -1.350179874 0.313333278
## [326] 0.071976094 -0.717241570 -0.117526758 -0.909867303 0.115938101
## [331] -0.358239572 1.271641045 0.910785738 1.110533507 1.574593043
## [336] -2.420691208 1.686609351 0.737185230 -1.926239282 -0.700773250
## [341] 0.630943021 0.487164176 1.774315459 0.493016612 0.287235221
## [346] -1.643388485 0.575141426 3.137070804 1.361522930 0.748013556
## [351] 0.692279683 0.666096876 0.458281917 1.336715768 0.635237934
## [356] -0.258032259 -0.839492972 0.163249487 -0.798134144 -2.524435944
## [361] -2.029518330 0.191517276 -1.511755321 -0.593332880 -1.386884055
## [366] 0.205594593 1.101341339 1.900665135 0.967916311 -1.135235052
## [371] -4.648002656 1.186082167 0.634991105 0.055789479 -0.973654993
## [376] -3.206383712 1.044838639 0.119158281 -0.402564036 -1.696757087
## [381] -0.104980492 1.692786069 0.579857039 0.652507835 0.616459264
## [386] 1.662139216 -0.207895276 -1.318668289 -1.894252503 -0.041735798
## [391] -0.374054276 -0.432297524 -0.256785233 0.719634581 -0.044803814
## [396] -1.167091086 0.013387604 0.127002231 2.192048710 -0.697510988
## [401] 1.566070733 1.080430832 -1.152123507 0.516457397 0.431725895
## [406] -0.697460967 0.920909399 2.219024655 -0.652695777 -3.864766524
## [411] -0.735651076 -0.505179703 -2.277964828 0.490728947 -0.616420707
## [416] -2.565650274 0.666288457 -1.048032618 2.233806155 0.276655504
## [421] -1.793967819 0.982652059 -0.528446055 0.814664490 -2.209215477
## [426] -2.280163648 4.778942564 -1.258152630 -1.656092441 -0.455960443
## [431] 3.523232421 0.385272268 1.116329535 1.292400648 0.994685857
## [436] 1.744924956 -1.138254166 0.631980095 2.101536761 0.158499838
## [441] -1.394407295 0.795409378 0.090917364 0.545998192 0.971750606
## [446] -4.691359988 0.903711979 -0.478839655 0.120940759 0.559983193
## [451] 1.669547851 1.052455850 -0.513186287 2.009963471 0.108622342
## [456] -0.839812786 0.726836154 0.579449460 -3.248112347 -1.162795283
## [461] -0.010040472 2.473293829 -0.495809257 0.598449682 0.163966466
## [466] 1.271409865 2.092391029 -0.208777128 2.275406328 -2.230577806
## [471] -1.206500668 0.118272399 0.323554905 0.224499183 1.656635502
## [476] -0.173481253 -1.252914348 0.331936503 -0.270188425 -0.672983124
## [481] -1.764686172 -0.271389503 1.181916318 -0.087078580 1.211772067
## [486] -1.588512172 -2.402279588 -3.484366324 1.208140750 -0.687638546
## [491] 0.210582223 0.027143626 0.328317344 -0.732071533 4.954207224
## [496] 0.034342584 1.522924586 0.859852433 -1.356745573 -1.566035788
## [501] 0.530413552 0.374209706 0.421056806 -0.237644959 -0.262028308
## [506] 0.972782353 -1.316926456 -0.021759042 0.717888801 0.488890860
## [511] 0.161065507 0.651663185 1.310894262 1.852346259 1.382963099
## [516] -0.250013044 -2.017094436 -0.100863787 1.301260114 -0.956711194
## [521] 1.212287069 -0.552724967 4.342247728 0.070723009 1.495918118
## [526] 1.802592467 1.669165295 0.838799964 -0.204346368 1.519854189
## [531] 0.311881678 0.274496030 -1.042091201 2.577782987 0.165075090
## [536] 2.269486814 0.967599699 1.775531578 -1.422274737 -2.198867275
## [541] -1.782921503 -0.629294171 -1.003538410 0.044943260 0.286692851
## [546] -2.461415292 -3.100545366 -0.168264564 -1.453969196 -1.624167813
## [551] 0.935593106 0.193318156 0.391027250 1.017786717 0.263851366
## [556] -0.466283478 0.061993821 0.730041831 -0.946963409 1.164246427
## [561] 0.440018171 -2.262666499 0.077131183 0.788443605 1.155178949
## [566] 1.120431518 0.172411588 0.015502356 -0.788757563 -0.288130138
## [571] 1.449198303 1.236652862 0.573417417 0.724680027 -1.745147456
## [576] 0.026878093 0.518551358 0.171004348 0.929610735 -3.467786295
## [581] -1.303902774 1.079549763 -0.074371980 0.535974295 -2.686781892
## [586] 2.037540613 0.477795761 1.757475645 -2.373300076 3.757374807
## [591] -2.080395588 -1.051886778 0.298394165 0.030148883 -1.721527706
## [596] -1.117947276 0.797657754 1.964001442 0.202067531 1.436056975
## [601] 0.753902839 3.170503939 0.452734833 -1.764465692 1.755031093
## [606] 0.178242874 -3.104311999 1.465836303 -1.985304161 1.087535352
## [611] 0.553451090 -1.082977205 -3.280092061 -0.232763386 -1.554205085
## [616] 1.705339648 0.833460707 2.334839033 -0.847689262 2.725092938
## [621] -1.123627218 0.146860525 -1.951990537 -0.202039914 1.722099087
## [626] -0.775760819 1.825393322 0.959224477 0.453758515 1.550656489
## [631] 0.964938610 -0.158831788 1.838521768 0.227481489 1.756229038
## [636] 0.643287562 1.135022962 0.445048493 -1.128747306 1.705304983
## [641] 0.144202179 0.918812691 0.362433524 2.680463213 -0.189030918
## [646] -2.317159104 -0.177348791 -1.067618142 -1.086502690 1.434697841
## [651] 1.313700636 0.165130865 -0.553864402 1.646243803 0.192940193
## [656] -2.002555461 1.116538676 -2.384397046 -0.637040015 -0.647629729
## [661] -0.016280254 -2.487272281 -2.919355810 -2.174343450 -0.074536367
## [666] -0.653533539 -0.625526968 0.407386866 -0.598934000 -0.990021278
## [671] -1.574871006 1.695306323 -0.502272520 -3.166539758 -0.049326075
## [676] 0.075468416 0.202273330 1.646076203 1.407234083 0.422928592
## [681] 1.787710971 -1.411434740 -0.491258901 0.643531068 1.492335504
## [686] -0.771349598 1.710641820 1.498853648 -0.412356524 -2.407488289
## [691] 0.774523606 -1.369204861 -0.894261844 -1.665246899 2.341942451
## [696] -2.166713631 -0.454311389 3.337369722 -0.611821287 -0.067477321
## [701] -0.814586154 -0.374933435 -1.596261741 1.756862945 0.538391830
## [706] -0.025569357 4.051332060 -0.258175270 -0.004186573 -0.447583358
## [711] -0.935358746 -0.182060365 -0.909927483 0.034140870 1.491271323
## [716] -2.511118742 -2.152716849 0.439332340 -0.635427126 -0.201458724
## [721] 0.757407402 -0.623733935 -0.520850597 -1.040924271 0.559188908
## [726] -0.609491220 -0.724792982 -0.029383730 0.750793925 2.179171015
## [731] 0.004674951 0.974937640 -2.243237682 0.395662462 1.117140500
## [736] 0.513343281 -0.126238488 0.455728228 0.261047845 0.685407287
## [741] -2.278377382 0.941627064 0.990532775 -0.479590554 -2.940084100
## [746] -0.883529466 -1.732518549 -1.279256758 -1.538174530 0.810881974
## [751] 0.313915576 -0.686663174 1.214175365 -3.536839474 -0.943422396
## [756] -1.752981178 -1.001203786 0.546171231 1.061503814 -1.084444104
## [761] 0.926482778 -1.674875045 2.012865700 -1.561067382 0.100340070
## [766] 0.283290637 1.059633773 0.839344740
diabetes_pca$x
## PC1 PC2 PC3 PC4 PC5
## [1,] -1.067806862 1.234090757 0.095867368 4.966665e-01 -0.1099132790
## [2,] 1.120952811 -0.733373746 -0.712473852 2.848706e-01 -0.3892535190
## [3,] 0.396218504 1.594836615 1.759531796 -7.034879e-02 0.9058835066
## [4,] 1.115054156 -1.270413093 -0.663296973 -5.787458e-01 -0.3558278959
## [5,] -2.357797682 -2.183396333 2.961176841 4.030472e+00 0.5922982735
## [6,] 1.434816261 0.835032943 -0.220188660 -4.475530e-01 0.4436833028
## [7,] 0.929569845 -1.107218102 -0.536228863 -1.445658e-01 -1.2508762973
## [8,] 2.148406325 0.855344470 1.253824488 -6.378529e-01 -1.2338619618
## [9,] -3.295777171 -0.241996927 1.869642773 -3.032619e+00 -1.1020611752
## [10,] 1.838652045 3.204572290 0.660301809 -3.767756e-01 -0.5097192236
## [11,] 0.532206965 0.647185445 -1.365946780 -2.870690e-01 1.1840699108
## [12,] -0.447648966 1.927673986 0.417177197 -3.139047e-02 0.9789396898
## [13,] -0.703519595 2.847065556 1.656130591 2.692405e+00 0.4207182669
## [14,] -3.784640161 -0.524980983 3.616694044 -3.319283e+00 -1.4681925451
## [15,] -1.007494805 1.275379750 1.424970355 -4.720614e-01 -0.0179935763
## [16,] 2.414600089 0.342270472 1.766003072 3.427586e-01 -1.1007290421
## [17,] -2.209870937 -1.753589136 -0.939557406 -1.260106e-01 -0.0157632755
## [18,] 1.179817980 1.120506726 -0.467570771 -1.192156e-01 0.1684562364
## [19,] 0.154019940 -1.391740693 -0.318005055 -5.744737e-01 -0.8047995321
## [20,] -0.333030410 -0.877046036 -0.246559627 1.362972e-01 0.1084890755
## [21,] -2.035423962 -1.213617776 -0.368010376 1.432944e-01 -0.2025569494
## [22,] 0.292214484 2.227179832 -0.834633612 5.264897e-01 0.1382160610
## [23,] -1.125944080 2.081456071 0.245693105 -5.728048e-01 2.0435188731
## [24,] -0.059816990 0.765744394 -0.960672312 -1.159440e-01 -0.9049779357
## [25,] -1.986235966 2.172673898 -0.767974598 -6.168958e-01 -0.9420038087
## [26,] -0.446739972 1.444374350 -0.225433603 -6.264237e-01 -1.2640520804
## [27,] -0.115431584 1.863873590 -0.306591210 -4.723917e-01 0.9900508460
## [28,] 1.066311830 -1.162867506 0.357049964 -6.075180e-02 -0.1839095928
## [29,] -0.610206498 3.296004903 0.376474491 -6.373178e-01 -1.3833910655
## [30,] 0.354706149 1.274696465 -0.864670362 4.033645e-02 1.0110643778
## [31,] -0.597672485 1.588193453 -0.571995163 8.262329e-01 -0.2566604700
## [32,] -1.801059862 -0.973944510 1.088018517 -1.482012e-02 -0.0197674938
## [33,] 1.772412677 -0.604472895 -0.113848222 -2.132337e-01 -0.3799579053
## [34,] 1.728014295 1.023870122 -0.841476865 -1.516382e-01 0.0882989840
## [35,] -0.379868758 1.793043724 -0.313540252 5.686280e-01 -1.0175377867
## [36,] -0.325085475 -0.752537890 1.142872973 1.080096e+00 -1.2318541889
## [37,] 0.199737520 2.116944330 -0.007353667 5.672587e-02 0.2283670467
## [38,] -0.669707496 1.292634455 -0.673243978 1.233193e+00 -1.1692337748
## [39,] -0.095994098 -1.197090540 -1.251479711 7.194905e-01 -0.3564861069
## [40,] -2.573770162 -0.029216804 0.863457833 2.296661e+00 -1.0248751718
## [41,] -0.514649628 -0.281067211 0.513311815 -1.277694e+00 0.8469551206
## [42,] -0.395481909 1.375073091 -0.233956468 8.015108e-01 1.1616013764
## [43,] 0.485829044 1.903943946 -0.847747850 -3.486334e-03 -0.4780882592
## [44,] -3.594902619 1.980957249 -0.158479004 -2.636791e-02 0.4356412096
## [45,] 0.668395536 1.796905836 0.780971651 -6.655706e-01 0.6176258662
## [46,] -2.325769110 -1.682533513 1.803596970 3.031749e+00 1.9395979590
## [47,] 1.038568883 -0.116574378 1.012403214 -3.957443e-02 1.4130768405
## [48,] 1.115065590 -1.133172378 -0.816711245 1.039009e+00 -0.3920769394
## [49,] -0.122567195 0.202000837 -1.099915201 2.755047e-01 -0.6664367758
## [50,] 4.353716521 0.397434611 2.930891052 -4.234297e-01 -1.9816499829
## [51,] 1.275941525 -0.740560677 0.127317492 5.467222e-02 0.3171530173
## [52,] 1.550773073 -0.882885457 0.585072380 2.873372e-01 -0.0745320907
## [53,] 1.215658193 0.082981417 -0.414902305 2.101654e-01 -0.7992794354
## [54,] -2.937703952 1.757758478 0.728717553 -1.024282e+00 -0.6803789333
## [55,] -2.505575096 0.004527801 1.199478847 -3.558466e-01 -1.4246199149
## [56,] 2.548801700 -0.998964712 -0.195777351 9.074305e-04 -0.3142285201
## [57,] -2.547666030 0.449805646 0.868579683 -1.862866e+00 -0.7070804343
## [58,] -2.361423312 -1.987188256 -1.366489473 1.549474e+00 -0.0661110082
## [59,] -1.272541325 0.159104577 1.488400464 3.238167e+00 2.6422765365
## [60,] -0.473681297 -1.978609521 -1.098647588 -8.013898e-01 -0.2869696193
## [61,] 4.853806684 -0.755909832 2.622470097 -2.982758e-01 -1.5546870700
## [62,] 0.522305603 1.793253043 -0.114965718 -3.187043e-01 0.4100599103
## [63,] 2.161297211 0.511217412 -0.371329169 1.431742e+00 -0.7452224647
## [64,] -0.175456571 -1.193171771 1.089291428 2.580418e-02 -0.2350715240
## [65,] 0.870625784 1.620623356 -0.215057987 -1.324419e-01 0.1369967515
## [66,] 0.669185517 0.241896328 -1.011901720 -1.280172e-01 -0.5386692820
## [67,] -0.440465299 -0.482602512 -0.547956737 1.374110e+00 0.7507896884
## [68,] -0.609895141 1.249529356 -0.598269521 1.503267e+00 1.6290218194
## [69,] 1.811883391 -0.649394331 0.043954305 -1.217999e-01 -0.0436711590
## [70,] -0.351247459 -0.049013225 -0.378027931 -1.084346e+00 0.2115090619
## [71,] 0.074772124 -0.913156621 0.266497607 1.147461e+00 0.1094790754
## [72,] -0.431565023 -0.494649650 0.391920510 -5.845412e-01 -0.6726898424
## [73,] -0.825041632 2.715798126 -0.788320099 8.187880e-01 0.3297255022
## [74,] -0.931913053 -0.662257376 -0.308754529 -1.275699e+00 -0.0657155039
## [75,] 0.805006910 -1.261995612 -1.310775428 4.846418e-01 -0.0815224682
## [76,] 3.181695438 -1.552619002 -1.570629917 6.879683e-01 -1.7124146264
## [77,] 1.206417524 1.352382043 -1.131404402 8.871006e-01 -0.3671508579
## [78,] 0.039222595 -0.360521079 -1.317466436 3.801922e-01 -0.4281342595
## [79,] 1.819437901 -1.129341266 1.322848193 -7.018698e-01 0.7417418711
## [80,] 1.189413754 -0.597212881 -0.245795929 -2.132702e-01 0.0752365314
## [81,] 2.115441989 -0.447993425 0.395891649 -7.370304e-01 -0.2741376432
## [82,] 5.124894255 -0.683148996 2.218416539 -6.740275e-01 -1.7828770273
## [83,] -0.070370032 0.411005065 -0.392939075 1.361189e+00 -0.9933038163
## [84,] 1.367831789 -1.218514823 -0.546701273 -3.016284e-01 -0.0229190166
## [85,] -0.924730974 1.335084711 -1.839533015 -3.491162e-01 2.0154776600
## [86,] -0.393695970 -1.030277887 -0.044715566 5.245963e-01 -0.0576071826
## [87,] -1.063161674 1.706784973 -1.585798861 1.010422e-01 -2.3111420916
## [88,] 0.127602244 -0.934056465 -0.898600559 -1.174438e-01 0.0497315851
## [89,] -1.254250558 2.319232619 -0.518445254 -6.942362e-01 -1.8224903363
## [90,] 1.364510297 -0.686108737 -0.580223589 -5.224337e-01 0.2659174268
## [91,] 2.860849848 -0.659003548 0.109405594 -9.833383e-02 0.0567777890
## [92,] -0.434536840 0.098744831 0.059126316 -3.647119e-01 0.0558848655
## [93,] -1.030132797 0.439057822 -2.119784433 3.711873e-01 -1.0613143128
## [94,] 0.824778520 2.315939695 0.476393605 -3.443025e-01 0.5043564083
## [95,] 0.088602534 -0.659673362 0.585336921 3.719037e-01 0.8959647754
## [96,] -1.203699256 0.488161047 0.258550299 -1.158645e+00 -0.6419232193
## [97,] 1.110503746 -0.888241332 -1.051569301 -3.580891e-01 -0.3197799402
## [98,] 2.174075436 -1.302282173 0.156930478 -1.424174e-02 -0.9164136866
## [99,] 0.870697294 -0.571714661 -0.141104731 4.363343e-02 -1.3290554535
## [100,] -2.520269744 -1.526750087 -1.614189430 -6.375237e-01 -0.0456079892
## [101,] -0.605897383 -0.022464417 1.277581527 1.534861e+00 2.4315584156
## [102,] 1.541380328 -0.232805053 0.591997095 -1.126837e+00 1.3639946292
## [103,] 1.384987740 -0.245772044 -0.513251869 -5.395637e-01 1.6595784355
## [104,] 1.384236521 -0.900613956 -0.789945487 -8.318970e-03 -0.0894787023
## [105,] 0.750269746 -0.554032599 -0.121879292 1.757990e+00 1.0035989926
## [106,] -0.090423704 -1.656362048 1.036296848 3.619241e-01 -0.0951822170
## [107,] 1.169450490 0.357779017 -1.689793504 -1.764191e-01 1.4571290044
## [108,] -0.285866499 0.059642834 0.606222583 -9.450216e-01 -0.4643583082
## [109,] 0.766913824 -0.958310839 -0.916807078 2.633443e-01 -0.6539940078
## [110,] 0.240858697 -1.139123252 -1.599568793 -1.599945e-01 0.6079179761
## [111,] -0.886119674 -0.632025411 0.156183577 -1.517106e+00 0.3809649500
## [112,] -2.551470358 0.454496729 1.893762347 -1.330257e+00 -1.6548224467
## [113,] 0.609145897 -1.223646844 -1.367182672 -2.544447e-01 -0.2611970280
## [114,] 1.635396963 -0.114332851 -0.638840409 5.045909e-01 0.1830415834
## [115,] -1.101769999 0.459824889 1.342495162 -4.075638e-01 -0.8275326021
## [116,] -0.349751995 2.432752175 0.108000806 2.774375e-01 1.3413494169
## [117,] 0.704722972 1.186172870 -0.412619267 -3.953237e-01 0.7626604365
## [118,] 1.635474439 -0.153289260 0.131491028 1.122463e+00 -0.0806746377
## [119,] 1.120789767 -0.600856224 -0.303853416 3.612053e-01 -0.3875445369
## [120,] 1.309804877 -0.290150984 -0.513581414 -3.853496e-01 -0.2269880738
## [121,] -2.852482401 -1.982510006 -0.694287597 2.479874e-01 0.9751800638
## [122,] 0.128750959 -0.371042075 -0.957627423 -1.258117e-01 -0.7792623352
## [123,] -0.051322575 -1.131145429 -0.641618241 -1.149784e-01 -0.0872855756
## [124,] 0.413265878 3.027319256 0.022830006 -4.259932e-01 0.4493878339
## [125,] 1.238673539 -0.539753986 -0.597535704 -3.198068e-01 1.4797345363
## [126,] -0.640693712 -2.225974145 -0.722947309 4.009471e-01 -0.6400894644
## [127,] -0.997162300 -0.765715274 -0.561625072 -1.468432e-01 0.0390155914
## [128,] 0.140354396 -1.454778455 -0.314213033 -6.536633e-01 -0.2835733434
## [129,] -0.738010497 -0.207054683 -0.591674788 -2.692880e-01 0.3555060930
## [130,] 0.462914182 1.449309490 0.166784985 1.168867e+00 1.1301657755
## [131,] -0.589838227 0.321003662 1.051022506 -1.232060e+00 0.5761545332
## [132,] 0.305784727 1.124897558 1.209538719 1.888115e+00 0.2111820534
## [133,] -1.473100199 -0.749149498 0.754812270 -1.351836e+00 -0.1228859063
## [134,] -0.229455833 0.762390417 -1.352648107 8.878057e-01 -0.9777496246
## [135,] 1.324287971 -0.554421694 0.378290315 6.657069e-01 -0.0173980908
## [136,] 0.224406143 -0.509101262 -0.096145117 -1.273686e+00 -0.0587392008
## [137,] 0.520940756 -1.508434995 -0.344071227 5.108460e-01 0.2964438246
## [138,] 0.818649350 -1.608519400 -0.014447406 2.687423e-01 -0.1711825117
## [139,] 0.639795330 -0.227730252 0.216396611 5.808364e-01 1.8113528333
## [140,] -0.998901308 -0.789327384 -0.394716087 -1.272970e+00 -1.2496276242
## [141,] 1.071380114 1.938105248 0.306636294 -3.463068e-01 0.6161519418
## [142,] -0.419093149 0.445157584 -1.510497907 1.303552e-01 -0.0813066535
## [143,] 0.745653455 -1.177960515 -0.135191604 -3.183594e-01 -0.2688699927
## [144,] 0.841540949 2.116588113 -0.277857098 4.778024e-02 -0.3817392550
## [145,] -1.022081681 -0.986328617 0.711526032 -1.678149e+00 -0.5579781128
## [146,] 2.460769206 -0.875194685 0.826444580 3.722259e-01 -0.3455963436
## [147,] 0.363795951 1.032761565 -2.213817739 3.511825e-01 -1.9202952211
## [148,] -0.883619488 -1.123771537 1.116288382 2.374565e+00 -0.3230398210
## [149,] -0.088258646 2.778736877 -0.002761760 -5.182200e-01 0.9046205983
## [150,] 1.606502333 -0.628110717 -1.012547279 -4.904386e-01 -0.0127760062
## [151,] -1.544333905 -1.786077187 -0.381990879 -7.545209e-01 -0.3369688734
## [152,] 1.570467614 0.894086607 0.520044536 1.262005e-01 0.3028206920
## [153,] -2.297422500 1.109500933 1.022592755 1.390922e+00 -0.1319545762
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## [155,] -1.084046909 2.217625038 -0.312789033 -1.205254e+00 1.7103741669
## [156,] -2.168322840 0.554855447 -1.647676546 -1.651266e-01 0.3550635044
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## [158,] 0.544139309 -1.406851287 1.072300421 6.782954e-01 -0.1667112492
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## [163,] -1.462782814 -1.711636327 -0.987263255 -1.286269e+00 -0.0629454417
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## [167,] 0.271399127 -0.470263902 -0.191221556 -7.268423e-01 0.6084204651
## [168,] 0.823796489 0.596281901 0.514408394 7.902112e-01 0.8164960893
## [169,] 1.130675366 0.317231747 -0.025336502 2.974160e-01 0.6710262557
## [170,] 0.265850050 -0.009007947 -0.429673544 1.585327e-01 0.5278675735
## [171,] 1.038069756 1.268823959 -0.878023779 -2.045521e-01 0.3375380302
## [172,] -0.698503378 0.005809199 0.176802986 -8.416001e-02 -0.1501294213
## [173,] 2.075747585 -1.549996055 1.636031878 1.119486e+00 -1.1537751526
## [174,] -0.334425214 -1.957064002 -1.087064917 1.117932e+00 -0.3851588403
## [175,] 0.946324876 -0.587377492 -0.676832533 3.315896e-01 -0.6349578586
## [176,] -1.996697468 0.565552446 0.889328814 -8.495203e-02 -0.4110324742
## [177,] 1.032526444 1.375366383 -0.732024654 5.461763e-01 0.0519470981
## [178,] -3.370928818 -1.659412001 -3.088090738 -3.577319e-01 1.5634623347
## [179,] -0.360862134 1.672717765 -0.731726528 -5.701786e-01 1.3663371069
## [180,] -0.394469168 0.905599398 0.175656870 1.432490e+00 1.4249434033
## [181,] 1.841098399 1.089785956 -0.844503669 -3.381281e-01 -0.1567465137
## [182,] 0.087727432 -1.381056313 0.333862859 4.687118e-01 0.7494989906
## [183,] 2.326303042 -1.505418545 -2.158952310 1.107762e+00 -1.1779913727
## [184,] 2.150869054 0.269611404 -0.448851652 2.143198e-01 -0.3300434013
## [185,] 0.847420146 1.281137936 0.177981864 -6.053047e-01 0.9363093244
## [186,] -1.480735786 1.220501694 0.971281540 1.687280e-01 0.7663396232
## [187,] -3.329421351 1.207116262 2.322003762 -1.378506e+00 -1.7090925092
## [188,] -1.688139018 -0.892214143 0.055355928 2.175636e+00 0.7440975465
## [189,] -0.643513018 0.146508445 -0.162812751 5.915774e-01 -1.3605653787
## [190,] -0.918940898 -0.458926714 -0.201761656 -7.104425e-01 -0.3742449168
## [191,] 2.167413320 -0.073406761 0.049361772 -6.902825e-01 0.4156877141
## [192,] -1.036885964 0.787742426 -0.457597803 -8.567254e-02 -1.5047095626
## [193,] 0.453893426 1.533620869 0.678714369 -4.396508e-01 0.8172148335
## [194,] 0.342057106 1.339625023 1.413264670 4.326235e-01 -0.4790125982
## [195,] 1.423364595 1.270800602 -0.410984118 -9.009234e-02 -1.5390396524
## [196,] -2.123341101 -0.452498356 -0.265622604 -9.138514e-01 -0.1377472642
## [197,] 2.257604443 -0.534855092 0.060790425 -5.490748e-01 0.6135653195
## [198,] 1.188321102 -0.565937032 0.637185051 6.083144e-01 0.0001398015
## [199,] -0.876867074 -1.193625819 0.064174163 1.201995e+00 -0.7431667154
## [200,] -0.850238032 -0.655731698 0.849831399 -1.916331e+00 -0.8076385805
## [201,] 0.401873780 -1.130378982 -0.074588558 1.201734e+00 1.2184227609
## [202,] 0.341919843 0.021793532 -0.736560629 -6.237957e-01 1.9616107586
## [203,] 0.674175717 -0.694937821 0.251087574 1.062292e+00 0.5673329548
## [204,] 1.546153277 -0.357116710 -0.192576292 -3.794938e-01 -0.1972073613
## [205,] -1.220806583 0.961106506 -0.515230913 -2.225761e-01 -1.2708426376
## [206,] 0.741203385 -0.006299289 -0.327046288 1.651511e-01 -0.4716714792
## [207,] -3.023547327 1.728909911 1.424418547 -9.018374e-01 -0.2315257685
## [208,] -0.711918824 2.394850360 -0.856915316 -8.527797e-01 1.7889730331
## [209,] 0.590341656 -1.429575269 -0.660139545 -3.006003e-01 -0.1809708315
## [210,] -1.451776157 1.362838007 -0.183757099 -6.306574e-01 0.5847954111
## [211,] 1.524408539 -0.798492909 -0.673240968 1.430547e-01 -0.4072946419
## [212,] -1.476209193 -1.497541356 -1.456294851 -2.804246e-01 0.8075364284
## [213,] -1.629170272 2.571396969 -0.599939733 -9.147726e-01 0.4720246292
## [214,] -0.771167443 -1.443937647 -0.126031852 -5.716152e-01 0.8453578915
## [215,] -1.002334326 0.732166622 -0.760254998 -4.899597e-01 -1.3074025903
## [216,] -2.818925025 0.814352868 0.586299540 5.812671e-02 -1.4992181720
## [217,] -0.629450744 -0.960782281 -0.315530971 1.388445e-01 -1.0167448065
## [218,] -0.383174371 0.070107786 0.131971152 -1.439419e-01 -0.7287664338
## [219,] 0.145265129 -0.106416359 0.192588607 2.606138e+00 -0.2207489934
## [220,] 0.699219839 1.139395603 -0.468525076 -1.195281e-01 0.5610757280
## [221,] -2.543852987 -2.401781864 2.711901075 -5.632896e-01 0.1636594178
## [222,] -0.708232561 2.287356318 0.708131254 7.743010e-01 1.8273469032
## [223,] 2.596568115 0.872321373 1.936828061 -5.918535e-01 -1.1236716662
## [224,] -1.430121506 1.511639494 1.290222755 1.649829e-01 -1.2873929816
## [225,] 1.110032739 -0.823736396 0.396796967 6.337139e-01 0.1531238059
## [226,] 0.704675275 -1.121763411 -1.643526052 -4.367407e-01 0.0582301745
## [227,] 1.263454864 -0.448019624 -0.968710457 -3.348542e-01 1.3249809185
## [228,] -0.625286217 -0.898139930 0.522123475 1.270589e-01 0.4533835186
## [229,] -5.723425277 -2.242272812 4.951631517 1.762248e+00 -0.6173434502
## [230,] -0.484292298 -1.270403536 -1.743568730 -8.344906e-01 0.8027695273
## [231,] -0.352575509 0.092980635 -0.482987818 4.283561e-01 1.9931908446
## [232,] -2.833505109 0.158008418 -0.391613319 -1.339184e+00 -1.0524232833
## [233,] 0.935797302 -1.175337325 -0.719091839 8.004652e-01 -0.0996200523
## [234,] 0.831133863 0.390221597 -0.148001751 -2.120423e-02 0.9516501931
## [235,] 1.004846592 -0.939409902 -1.059485157 1.653517e-01 -0.7500548344
## [236,] -0.357568649 0.395181670 0.155671526 -3.750645e-01 2.0689094930
## [237,] -2.188788161 1.615892863 0.859736213 -5.598021e-01 0.3334737829
## [238,] -1.529886734 -0.897987274 -0.383479173 5.040728e-02 2.3482168813
## [239,] -0.919069509 1.266020994 0.475031898 7.528202e-01 0.4826097211
## [240,] 1.887785162 -0.298861326 0.377676367 4.817585e-01 0.9427020653
## [241,] 1.371452616 -1.118082430 -0.886036118 -2.516180e-01 -0.0637786453
## [242,] 0.144905386 -0.981145733 -0.766280634 2.611056e-01 -0.6873340764
## [243,] 1.570804282 -0.078441843 0.889108832 -3.868409e-01 0.8695979957
## [244,] -0.513546360 -0.313670056 2.081000913 1.825912e+00 -0.8387980886
## [245,] -1.364151827 -0.923119313 -0.196831599 -9.970105e-01 0.1443823600
## [246,] -1.570524540 2.275841243 1.474393525 1.547166e+00 0.9292111278
## [247,] 0.729282028 2.179546569 -0.097922488 -1.729260e-01 -0.1779671341
## [248,] -4.348585119 -2.588372489 0.594008365 -2.419009e+00 0.0831212989
## [249,] -1.864211408 0.039682179 0.356573408 -1.311926e+00 -1.9845721444
## [250,] 0.808992634 -0.584089628 -1.220061613 -5.578681e-01 0.7461930809
## [251,] 1.145212324 1.772050552 0.280357796 2.722122e-01 -0.5064553847
## [252,] 1.048494921 0.252517709 -0.315772083 -4.478586e-01 1.3611362133
## [253,] 1.294220879 -0.508104951 -0.723495703 -2.306369e-01 0.0304141367
## [254,] 0.692816927 -1.340377472 -1.402372955 3.149943e-03 0.0189775195
## [255,] -0.423168470 1.562892960 1.328547991 1.144702e+00 -1.8921924774
## [256,] 0.258794131 -1.412904905 -0.470995583 4.094703e-01 0.1889186209
## [257,] 0.283307307 -0.716004781 -0.109771144 5.349396e-01 -0.5714041610
## [258,] 1.074294433 -0.482724492 -0.716377801 -7.425245e-01 0.1700826117
## [259,] -1.056676322 -1.315462990 2.984896857 -1.579067e+00 0.3360182751
## [260,] -2.384664410 1.799686348 1.580142224 1.898057e+00 -0.6396661950
## [261,] -0.654938533 0.345885171 1.118006711 -1.513436e+00 1.0365886109
## [262,] 1.920947255 -0.505345952 2.711743832 3.951892e-01 0.2084841563
## [263,] 0.315978144 -0.710690345 -0.689122137 9.007265e-01 -0.3547499193
## [264,] -0.278426919 2.023672220 -0.323651600 -5.276346e-01 0.6594617930
## [265,] 1.138583995 0.755592761 -0.010936093 -4.580090e-01 0.6517196294
## [266,] -0.396109443 0.496097609 0.171392702 1.780786e+00 -0.1762581802
## [267,] 1.604239906 -1.299916970 2.602415749 8.248265e-01 0.8712796561
## [268,] -1.029861681 -1.429933307 0.095349906 1.726125e+00 0.4319070954
## [269,] 2.487365107 -0.754493850 0.007535860 -8.212579e-01 0.5955735525
## [270,] 2.449583605 -0.377618402 2.228774704 -1.013871e+00 0.1445784967
## [271,] -1.859496551 0.800100749 -0.986709806 2.521808e+00 -0.5030031943
## [272,] 1.011133279 -1.081872012 -0.441453661 -7.876934e-01 -0.5557144285
## [273,] 1.300248121 1.094723094 0.017338898 -3.835439e-01 0.7239952250
## [274,] 0.053085819 -1.868877427 -1.704841729 5.729870e-01 -0.8372644858
## [275,] 0.422971031 3.184751467 -0.475529272 1.764349e-01 -0.8092946837
## [276,] -0.987293380 -1.654893625 -1.033782892 8.908928e-01 -0.4987975263
## [277,] 0.967863061 0.401298293 -0.268064946 -1.745229e-02 -0.8831058013
## [278,] 0.672019487 -1.428217428 0.081521447 -1.327641e-01 -0.0204588749
## [279,] 0.601392509 2.057849576 0.665362971 1.102726e+00 0.3374683041
## [280,] 0.142110516 -1.333076710 1.521248843 3.872329e-01 -0.2850039264
## [281,] 0.550939468 -0.232822514 -0.054502907 -5.520057e-01 1.9809021680
## [282,] -0.991806619 1.271659926 -0.477282922 -4.668830e-01 -0.9864280416
## [283,] -0.666962274 1.023409817 -0.324665062 -7.669672e-01 -0.1034214699
## [284,] 0.050145596 2.395306506 -0.059968545 -8.890211e-01 1.0041980178
## [285,] 1.037846818 1.441479198 -0.339272315 -1.122103e-01 0.7135876059
## [286,] -0.854568820 1.400235466 0.770922027 2.514577e-01 -0.7694996959
## [287,] -3.660757991 -1.069959339 0.981530916 -1.296883e+00 -1.2696944440
## [288,] -2.203921638 -1.562348244 -0.561769811 5.355827e-01 0.2714239000
## [289,] 1.628900572 -0.282282303 0.255304323 -8.609305e-02 -0.7459913597
## [290,] -0.601353598 -0.284537166 -1.085141132 -2.319331e-01 -0.9159718893
## [291,] 0.195126195 -1.515900456 -1.731029892 5.100020e-01 0.3558687858
## [292,] -0.147713228 -1.603943043 -0.041198112 8.020986e-01 0.2753661468
## [293,] -2.246907916 -1.307105910 0.368415014 1.576389e+00 0.3595350813
## [294,] -1.139278834 -2.069366120 0.403025534 -1.505402e-01 -0.5342192401
## [295,] 1.097979075 1.845664858 1.584852255 -8.856980e-01 0.9741885793
## [296,] -1.052941806 -0.231696616 0.683642897 9.917890e-02 -0.1855392845
## [297,] -1.383734403 -1.276115847 0.888084735 -1.560565e+00 -0.8734439357
## [298,] -0.746556107 -1.467431707 0.009617068 -4.476086e-01 0.2654623412
## [299,] -1.242062178 2.076998371 -0.561483425 1.852971e-01 -2.0298391921
## [300,] 0.528107199 2.590669651 0.871351627 1.432835e+00 -0.1653589823
## [301,] 1.469575172 -0.792364249 3.119518594 2.246242e-01 1.0853324783
## [302,] -0.357192734 -1.095835455 0.528222494 -6.845097e-01 -0.0921481818
## [303,] -0.155597513 -0.096032168 -1.995434679 2.530238e-02 -1.1050831694
## [304,] -0.537036501 0.599529739 -2.154147668 -1.717099e-01 1.7339718976
## [305,] 1.196753312 1.112744097 0.493604364 -8.934512e-01 1.0451479684
## [306,] -0.756556787 -0.889795085 -1.085067976 -6.698356e-01 -0.0211200501
## [307,] -0.712447604 1.990511587 0.904745246 -8.435520e-01 -0.9241513592
## [308,] 0.778910488 -1.045483278 0.399688559 -1.472162e+00 0.5173180739
## [309,] -0.782485311 -1.589857602 1.682621751 1.759573e+00 0.7339736740
## [310,] -0.952378029 -1.077658932 0.802468181 5.518195e-01 -0.1131440366
## [311,] 0.849855650 0.646522305 -0.787306279 4.324237e-01 -1.3180162713
## [312,] -0.742391188 -1.978246681 -0.511685775 2.482751e-01 0.0223155409
## [313,] 0.042293968 -0.300610255 0.627661764 -6.912361e-01 0.7709278859
## [314,] 0.911254518 -0.625188754 0.851671958 3.044098e-01 0.0392648541
## [315,] -1.087295063 0.774221186 -0.137154823 2.258784e+00 -0.2422852482
## [316,] 0.235533677 -0.796700197 -0.420899803 -3.987636e-01 0.1026997864
## [317,] 1.356924566 0.128980729 -0.206441836 -2.652851e-01 -0.1217034659
## [318,] 0.317965521 0.673266619 0.710469244 -9.404735e-01 1.9073329557
## [319,] -0.572826301 -0.961913937 -0.830952820 -8.935934e-01 -0.6367538543
## [320,] 0.054205879 3.057564728 0.994608751 -1.418308e+00 1.1449775327
## [321,] -0.021358713 -0.247497463 1.202812866 -5.100139e-01 -0.3555628030
## [322,] 0.476607673 -0.502687188 -1.030542766 -3.729549e-01 -0.0121325406
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## [324,] -1.350179874 2.318295031 0.147051257 7.459871e-01 -0.8764833907
## [325,] 0.313333278 -0.956555961 -1.361961413 -5.088605e-01 0.2359199683
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## [327,] -0.717241570 -1.240129288 0.344750531 2.544177e-01 -0.0392803776
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## [330,] 0.115938101 0.431391042 -0.849656509 -5.473894e-01 -1.0356498137
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## [332,] 1.271641045 -0.791474973 -0.680385100 -3.887751e-01 -0.2109781663
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## [334,] 1.110533507 2.859114615 -0.462023202 -2.259910e-01 -0.8060157577
## [335,] 1.574593043 -1.040079880 -0.119417443 -3.630842e-01 -0.2192364823
## [336,] -2.420691208 -1.728094564 -0.407888666 -1.579658e+00 0.5895848117
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## [338,] 0.737185230 1.463346180 -0.271948654 5.103956e-02 0.5640752215
## [339,] -1.926239282 0.487449292 0.702735685 5.841085e-01 -0.5841142822
## [340,] -0.700773250 1.969407386 -0.013225332 -6.637905e-01 1.6391431454
## [341,] 0.630943021 -0.856509058 0.513348694 -3.843561e-01 0.6129950986
## [342,] 0.487164176 -0.441130609 0.030141235 7.765533e-01 -0.0354638107
## [343,] 1.774315459 -1.859973090 -2.356935954 1.457726e+00 -1.5078043152
## [344,] 0.493016612 0.990690267 -0.746480045 -1.846983e-01 1.0310698849
## [345,] 0.287235221 2.407126290 -0.453830806 8.383394e-01 -0.1084603435
## [346,] -1.643388485 1.349869954 -0.970643729 -1.287216e-01 -0.7315653233
## [347,] 0.575141426 -1.215430227 1.264811240 -9.507524e-03 0.3760898261
## [348,] 3.137070804 -0.557793231 1.868142045 -8.013870e-01 -0.5352866497
## [349,] 1.361522930 -0.471522816 0.054692013 -3.484581e-01 -0.5857971640
## [350,] 0.748013556 -0.286512182 -3.033085405 1.624940e+00 -1.6432306019
## [351,] 0.692279683 0.306580511 -1.454774833 4.684001e-02 0.8918733933
## [352,] 0.666096876 0.777624061 -0.375973792 -5.417142e-01 1.2588427910
## [353,] 0.458281917 0.392710750 -1.902465560 5.523119e-01 -0.6478662826
## [354,] 1.336715768 -0.945405690 0.077356742 5.769339e-01 0.1734857585
## [355,] 0.635237934 -0.446722083 -1.077973630 8.075753e-01 1.1768035166
## [356,] -0.258032259 2.843585544 0.127387453 -5.291021e-01 0.8450854891
## [357,] -0.839492972 -1.729190136 1.111748394 8.166378e-01 -0.4520965422
## [358,] 0.163249487 1.408289571 1.453671298 5.450114e-01 -2.2049586487
## [359,] -0.798134144 1.726695111 -1.193970659 6.257599e-01 -2.1303565904
## [360,] -2.524435944 -1.147070115 1.476485442 -4.556283e-01 0.9614748170
## [361,] -2.029518330 -0.521805072 1.818729107 -1.314732e+00 -0.3213766534
## [362,] 0.191517276 2.711059194 0.531373332 -7.467902e-01 0.8188692373
## [363,] -1.511755321 1.951808647 -2.166639207 4.693961e-01 -0.1522931044
## [364,] -0.593332880 2.529884779 0.173819039 2.751326e-01 1.2759554632
## [365,] -1.386884055 -0.517174849 0.534684199 -1.167466e+00 -0.2444436666
## [366,] 0.205594593 -0.428161543 -0.086268747 3.311801e-01 -0.8717868197
## [367,] 1.101341339 0.895888389 0.068487074 -1.028046e-01 0.5192438253
## [368,] 1.900665135 -1.011302657 -0.176700659 -3.235148e-01 0.1956488844
## [369,] 0.967916311 -0.555663164 -1.103306193 4.824550e-02 -0.0958638147
## [370,] -1.135235052 0.288566596 -0.929976850 -8.129542e-01 0.5566249367
## [371,] -4.648002656 -2.282932583 2.955591708 2.437275e+00 -0.0173267590
## [372,] 1.186082167 -1.513286205 3.140273899 2.784063e+00 -0.1474372237
## [373,] 0.634991105 -1.648974218 -0.603369088 5.409017e-01 0.1773575914
## [374,] 0.055789479 -1.334243826 -0.675656572 -5.233813e-01 -0.7168785511
## [375,] -0.973654993 -1.576489543 0.613646815 5.711499e-01 -0.6274261777
## [376,] -3.206383712 1.856086239 0.173911480 -3.599531e-01 -2.0573943794
## [377,] 1.044838639 -1.016120639 -0.568292026 -3.404504e-01 0.4077504018
## [378,] 0.119158281 -1.778056584 -0.754801315 4.487188e-01 -0.4509911609
## [379,] -0.402564036 0.687262620 -0.639271550 -7.147871e-01 1.9089978659
## [380,] -1.696757087 -1.158699627 -1.340284327 1.887639e+00 0.6667159766
## [381,] -0.104980492 -1.352203815 0.045116982 9.461941e-01 0.1257356922
## [382,] 1.692786069 -0.984107582 -0.271941796 -3.916348e-01 0.1216554470
## [383,] 0.579857039 -1.350696666 1.419716187 7.922956e-01 0.2233796040
## [384,] 0.652507835 -1.278896429 1.037005020 2.265525e+00 0.1138718623
## [385,] 0.616459264 -0.852241580 0.055358182 -9.344048e-01 0.0185794224
## [386,] 1.662139216 -0.698699296 0.463266649 -8.087237e-01 0.1162862608
## [387,] -0.207895276 0.240491756 -0.327674297 8.522687e-01 -0.1085301035
## [388,] -1.318668289 1.352570639 -2.315235162 2.311673e-01 -0.3578568289
## [389,] -1.894252503 1.205333207 0.627154039 -7.373947e-01 -0.6294147869
## [390,] -0.041735798 -0.774344560 0.303165706 1.409144e+00 -0.0745337455
## [391,] -0.374054276 -0.601182364 0.023833711 -1.626389e-01 -0.6556925994
## [392,] -0.432297524 0.659277966 -0.303770642 -6.057218e-01 1.9304960443
## [393,] -0.256785233 -1.597485988 1.570867781 -1.583172e+00 -0.5292724525
## [394,] 0.719634581 0.518455453 0.462403785 -3.509417e-02 -0.1606727510
## [395,] -0.044803814 0.662924729 0.746125034 5.793959e-01 1.7080205042
## [396,] -1.167091086 -1.689791031 2.541710050 2.021447e+00 -0.1855921969
## [397,] 0.013387604 -0.542350583 0.892603002 1.355030e+00 -1.1005900474
## [398,] 0.127002231 -1.404549003 -0.812915143 -6.867130e-01 0.3612832915
## [399,] 2.192048710 -0.015962718 -0.179007371 3.350999e-01 0.1322339148
## [400,] -0.697510988 -0.179079675 0.156730038 -1.273312e+00 1.1928067585
## [401,] 1.566070733 0.435055238 -0.586627727 -2.859021e-01 0.2908882489
## [402,] 1.080430832 2.357650047 0.601767686 -7.107521e-01 0.0931905557
## [403,] -1.152123507 0.106359287 -0.846212291 -5.330542e-01 -0.3278314116
## [404,] 0.516457397 1.134392498 -1.483721172 5.637864e-01 -1.3125345106
## [405,] 0.431725895 1.534373794 0.466535186 -1.183873e+00 1.1410335677
## [406,] -0.697460967 -1.467410642 0.252694741 -2.172595e-01 -0.2642453876
## [407,] 0.920909399 1.371958732 0.004105305 9.501524e-02 0.5569296088
## [408,] 2.219024655 -0.507926201 0.226025952 -1.280704e-01 0.7037743410
## [409,] -0.652695777 1.910930896 2.291776775 1.147496e+00 1.4856323612
## [410,] -3.864766524 -2.406932115 1.613663321 -1.547581e+00 -0.7789205895
## [411,] -0.735651076 -0.133668438 -1.310631404 1.139327e+00 -0.3092956765
## [412,] -0.505179703 -1.414922185 -0.148977468 -1.091607e-01 -0.0839472353
## [413,] -2.277964828 -1.740754787 0.798618193 5.250927e-01 0.8651598538
## [414,] 0.490728947 -0.816321099 0.027722138 -9.296582e-01 0.6684123922
## [415,] -0.616420707 -1.863946589 0.439689468 -4.651435e-01 0.1530408692
## [416,] -2.565650274 -1.402835728 0.798108742 -2.384402e+00 -0.2900836789
## [417,] 0.666288457 -1.239296520 0.414611954 1.941484e+00 0.4362607068
## [418,] -1.048032618 0.295452494 -0.590387532 2.920937e-01 0.6270018444
## [419,] 2.233806155 -0.325863673 0.351873418 8.524519e-01 0.3684824492
## [420,] 0.276655504 -0.517808273 0.132434334 -9.303102e-01 -0.4361598913
## [421,] -1.793967819 -1.519735997 -1.191947555 -7.961623e-02 0.3040685268
## [422,] 0.982652059 -1.023024656 -0.015919407 4.075936e-01 -0.1080301891
## [423,] -0.528446055 -2.119964808 -0.946828126 2.433362e-01 -0.1937828553
## [424,] 0.814664490 -0.874466693 -0.282913825 5.115197e-02 0.3404779976
## [425,] -2.209215477 0.448337856 -0.037286462 -4.216159e-01 -0.3985944045
## [426,] -2.280163648 -0.463843351 0.461999516 -1.826002e+00 -0.0026124741
## [427,] 4.778942564 -0.825153773 2.739426144 -5.691896e-01 -1.1810706402
## [428,] -1.258152630 -0.360522476 0.929322047 -1.443597e+00 0.5720776009
## [429,] -1.656092441 -1.459166956 -1.343272935 -7.938157e-01 0.4710058832
## [430,] -0.455960443 -0.266239418 -0.886308278 -5.185116e-01 -0.2762722209
## [431,] 3.523232421 -0.780792580 1.579608987 -8.179736e-01 -0.7124056625
## [432,] 0.385272268 0.049450609 -0.309130219 5.877369e-01 -0.2066633932
## [433,] 1.116329535 -1.023881378 -0.547020461 5.576889e-01 0.2997040787
## [434,] 1.292400648 0.400821446 0.049553500 -8.989657e-01 1.2165264945
## [435,] 0.994685857 -0.249354512 0.775576441 2.173643e+00 0.5304720199
## [436,] 1.744924956 -0.882408521 1.440129898 -9.791623e-01 0.8105178386
## [437,] -1.138254166 2.030506576 -1.107117391 -2.179691e-01 -0.7248650657
## [438,] 0.631980095 0.766822707 0.300308265 -2.332714e-01 1.1537061441
## [439,] 2.101536761 -0.683692131 -0.384088394 -5.196399e-01 0.0310947151
## [440,] 0.158499838 0.810832862 -0.563057234 1.136473e+00 0.9490820715
## [441,] -1.394407295 0.498900665 -0.357846681 -6.295829e-01 2.2196698017
## [442,] 0.795409378 -1.152415541 -0.633876477 5.189747e-01 -0.2103165918
## [443,] 0.090917364 -0.678375630 -0.325980464 -7.248245e-01 -0.4466806040
## [444,] 0.545998192 1.099917931 0.541841495 1.662585e+00 0.2379244924
## [445,] 0.971750606 0.182079420 -0.002619497 -1.199603e-02 0.2255033179
## [446,] -4.691359988 -2.515403612 1.045328564 4.525500e+00 2.1161636982
## [447,] 0.903711979 -0.648049595 0.240714646 6.049620e-01 0.3375033224
## [448,] -0.478839655 -1.638200902 -1.432984764 -8.206402e-02 -0.2745146810
## [449,] 0.120940759 -1.754073669 -0.478383582 2.327810e-01 -0.0762610724
## [450,] 0.559983193 -0.840740502 -0.367013882 -5.458414e-01 0.6925263371
## [451,] 1.669547851 -1.019063491 0.095235304 6.631933e-02 -0.3394995973
## [452,] 1.052455850 -0.170933880 0.415140273 7.949517e-02 1.3562259470
## [453,] -0.513186287 -1.875327147 -0.716857369 -3.100450e-01 -0.3569048474
## [454,] 2.009963471 1.680359325 3.251749976 1.029786e+00 -0.6977642607
## [455,] 0.108622342 -1.364163973 -0.209814040 1.669031e-01 -0.3225539177
## [456,] -0.839812786 2.319508726 0.191733130 -8.108944e-01 -0.9003565736
## [457,] 0.726836154 1.539063981 1.416405272 5.826178e-01 0.8602086134
## [458,] 0.579449460 -0.558022733 -0.739390008 1.706470e-01 -0.9031587407
## [459,] -3.248112347 1.130472529 0.558884360 9.127709e-01 -1.3278196880
## [460,] -1.162795283 3.412603769 0.362517065 2.794749e-01 -1.4188876325
## [461,] -0.010040472 1.778328724 0.745017471 8.891144e-01 -1.0669116814
## [462,] 2.473293829 -0.470421737 -0.101328558 4.819271e-01 0.1414941949
## [463,] -0.495809257 0.323086507 -0.917328603 1.478930e+00 -1.6207994821
## [464,] 0.598449682 0.419109892 -1.160090787 1.889369e-01 -0.7946206497
## [465,] 0.163966466 1.867796725 0.254207600 1.833356e+00 0.3383258753
## [466,] 1.271409865 -1.191295213 0.972376847 -4.571967e-01 0.2998106716
## [467,] 2.092391029 -1.245511899 -0.313863012 -4.766183e-02 -0.0805303112
## [468,] -0.208777128 -1.765529344 -0.470757294 4.759997e-01 -0.1487160913
## [469,] 2.275406328 1.054867263 1.699675772 -6.072582e-01 -1.1147739415
## [470,] -2.230577806 -0.458907285 -0.456774887 -1.677904e-01 0.0692379869
## [471,] -1.206500668 -0.929998639 -0.814734806 3.372177e-01 0.9985082172
## [472,] 0.118272399 -1.268603257 -0.789475319 -8.286861e-01 0.5330048637
## [473,] 0.323554905 -1.280170963 -0.919019513 -3.767698e-01 0.7511367056
## [474,] 0.224499183 2.445366266 -0.435531006 -4.333101e-01 0.6796757913
## [475,] 1.656635502 0.221674358 -0.256827210 -6.777177e-01 0.5208456414
## [476,] -0.173481253 1.098886697 -0.425613628 -4.770255e-01 0.5953510400
## [477,] -1.252914348 -1.392967337 -0.359312729 4.965239e-01 -0.6890205303
## [478,] 0.331936503 0.580635760 0.191027779 -1.538978e-03 -0.6562238982
## [479,] -0.270188425 0.949594387 -0.439700120 -6.810509e-01 -1.3099377051
## [480,] -0.672983124 1.845164342 -0.389990226 1.993212e-01 -0.0773169458
## [481,] -1.764686172 -0.580463622 0.788830829 -1.505275e+00 -0.3109340345
## [482,] -0.271389503 -0.819152682 -1.489158072 -4.780309e-01 0.6733175210
## [483,] 1.181916318 -0.398775916 -0.388448495 4.489073e-02 -0.8315281435
## [484,] -0.087078580 -1.603887011 -1.568341104 -3.213712e-01 -0.0248518181
## [485,] 1.211772067 -0.934725464 1.984509359 6.398327e-02 1.0617629586
## [486,] -1.588512172 -2.008583834 -0.242507149 -9.941117e-01 -0.0608145682
## [487,] -2.402279588 -2.548107762 0.942847015 -1.337675e+00 -0.8687693624
## [488,] -3.484366324 -0.083409809 1.292663010 7.171747e-01 1.0295610441
## [489,] 1.208140750 0.053706765 -0.554260795 6.452693e-05 -0.1646958013
## [490,] -0.687638546 3.662397546 1.415098838 -2.366786e-01 1.0583230759
## [491,] 0.210582223 -1.302779905 -0.659710465 8.549438e-01 -0.2514635664
## [492,] 0.027143626 0.185673681 -1.660145346 2.951267e-01 0.0020363715
## [493,] 0.328317344 -0.194758678 -1.249756733 -2.571598e-01 -0.7438199372
## [494,] -0.732071533 0.431607010 1.291760109 1.561528e+00 0.0381397968
## [495,] 4.954207224 -0.500797401 2.396478341 -5.447926e-01 -1.8104769565
## [496,] 0.034342584 3.132376363 0.826795788 -5.719838e-01 0.7666043566
## [497,] 1.522924586 0.706722226 -0.041387272 -1.573379e-01 0.3002639213
## [498,] 0.859852433 -0.829615941 -0.453032432 5.933095e-01 -0.0486781482
## [499,] -1.356745573 1.916865034 1.104085723 -1.719667e+00 -0.4620220507
## [500,] -1.566035788 0.324681924 1.141084691 2.709521e-01 -0.4369924550
## [501,] 0.530413552 -0.597136985 -0.604992268 -4.315227e-01 0.4692835169
## [502,] 0.374209706 -0.654903762 -1.561103867 2.125110e-01 -0.3382915334
## [503,] 0.421056806 -0.315267658 -2.223551085 2.604873e+00 -2.2265744371
## [504,] -0.237644959 0.564584618 0.004127672 1.139434e+00 -0.9920650423
## [505,] -0.262028308 -0.035608287 -1.621494798 9.514081e-02 -0.3944805703
## [506,] 0.972782353 1.869687332 -1.282137684 4.706420e-01 -0.5291353849
## [507,] -1.316926456 -0.199966696 -0.151751590 -1.152985e+00 1.6323319979
## [508,] -0.021759042 -1.469458395 0.988239170 -2.097510e-02 0.1176140534
## [509,] 0.717888801 -1.558808104 0.591393212 1.547914e+00 -0.4232951975
## [510,] 0.488890860 3.148701104 0.233069190 3.104030e-01 -0.1136664423
## [511,] 0.161065507 1.986732458 -1.082531358 5.590846e-01 -1.9753268537
## [512,] 0.651663185 -1.277952704 0.939001372 -1.553269e+00 0.1028638959
## [513,] 1.310894262 2.842689786 -0.193500245 1.045120e-01 -0.8927280820
## [514,] 1.852346259 -0.507008918 0.051968609 5.404211e-01 0.5452749155
## [515,] 1.382963099 -0.681788633 -0.039557814 -7.088107e-01 -0.6620450715
## [516,] -0.250013044 -0.109710443 0.424102450 -1.180069e+00 0.7126318459
## [517,] -2.017094436 1.707701024 0.453565335 5.073527e-01 -0.8539443730
## [518,] -0.100863787 2.267026881 -0.709969090 -1.080549e-02 0.7234518333
## [519,] 1.301260114 2.390067864 -0.736878358 2.721206e-01 -1.3846963231
## [520,] -0.956711194 1.898513952 1.337183887 -4.155082e-01 -0.7659592453
## [521,] 1.212287069 -1.053446106 -1.107055855 -1.177645e-01 -1.0559419677
## [522,] -0.552724967 -0.733196253 -0.611627455 -6.062744e-01 -0.1374092504
## [523,] 4.342247728 0.418479802 2.927625932 -8.409589e-01 -1.7697686161
## [524,] 0.070723009 2.093378302 0.370739008 7.437457e-01 0.3153951134
## [525,] 1.495918118 0.004539621 -0.017200141 -7.768507e-01 0.8165218044
## [526,] 1.802592467 -0.698640601 -0.083171070 4.047307e-01 -0.4352207471
## [527,] 1.669165295 -1.058375201 0.160619327 -3.940109e-01 -0.3847881756
## [528,] 0.838799964 -0.348997864 -0.322546261 -1.046658e+00 -0.0046103676
## [529,] -0.204346368 -1.767169275 0.214514392 -3.784755e-01 -0.1386349051
## [530,] 1.519854189 -0.262316678 0.627454127 6.240838e-01 1.0485700286
## [531,] 0.311881678 -1.065270717 0.738787899 3.637003e-01 0.2436523338
## [532,] 0.274496030 -0.823623541 -0.696288429 8.703740e-01 1.9158513238
## [533,] -1.042091201 -1.850312757 -0.798094619 1.641671e+00 -0.5783956931
## [534,] 2.577782987 0.060591035 1.663178295 4.679862e-01 -1.0818317716
## [535,] 0.165075090 -1.801362643 0.420203420 2.457212e+00 -0.2688647506
## [536,] 2.269486814 -0.457223879 1.817336317 -6.264575e-01 -0.0995994868
## [537,] 0.967599699 0.840644483 -0.890853715 -2.678788e-01 1.2383995800
## [538,] 1.775531578 1.305482028 0.436992895 1.679448e+00 -0.2243184272
## [539,] -1.422274737 -1.884702894 0.108998864 3.090458e-01 0.2745006529
## [540,] -2.198867275 -0.947956441 -0.277440343 1.053704e+00 -0.1389912172
## [541,] -1.782921503 0.316166981 -0.382589566 5.990377e-01 -1.5949522741
## [542,] -0.629294171 -0.778395069 0.324864352 -2.666792e-01 -0.0973336601
## [543,] -1.003538410 2.036235245 -0.845867822 1.899762e+00 -1.1508432297
## [544,] 0.044943260 -0.390217179 -2.031227742 -1.772092e-01 -0.0051057720
## [545,] 0.286692851 -0.948267088 -1.020849272 1.107254e-01 -0.1738977625
## [546,] -2.461415292 0.852380033 0.412428666 -1.153031e+00 -0.1343880358
## [547,] -3.100545366 0.904491095 1.376185752 4.537701e-01 0.7297817312
## [548,] -0.168264564 -0.301259880 -0.069295622 -1.196860e+00 -0.1953943328
## [549,] -1.453969196 0.338423280 -0.187855477 -7.059535e-01 0.4231464452
## [550,] -1.624167813 0.908850356 -0.067838632 5.062378e-02 1.5127423698
## [551,] 0.935593106 -0.989613371 -0.647444757 -5.229465e-01 0.2267130328
## [552,] 0.193318156 -1.091762225 -0.463271983 6.353203e-01 -0.6891781972
## [553,] 0.391027250 2.987979149 -0.451152311 -9.148844e-03 0.2633068685
## [554,] 1.017786717 -1.237321546 -0.464677246 2.425188e-01 -0.1868164296
## [555,] 0.263851366 -1.217624845 -0.581436478 2.821069e-01 -0.1983675761
## [556,] -0.466283478 0.423834172 0.133365682 -1.145642e+00 -1.5289038440
## [557,] 0.061993821 -1.009996205 -1.519515975 -9.158210e-02 -0.1523391798
## [558,] 0.730041831 2.786162254 -0.249732618 -1.897700e-02 -0.2099193329
## [559,] -0.946963409 1.329269669 -1.830485174 -3.749513e-02 -1.3948346419
## [560,] 1.164246427 1.893368055 -0.742291742 3.981498e-01 -0.7214878148
## [561,] 0.440018171 2.270193257 -0.475080125 -5.318302e-01 0.4790724797
## [562,] -2.262666499 -1.355386334 1.204558009 -1.531155e+00 1.0379966895
## [563,] 0.077131183 -1.503766207 -1.072351800 2.017275e-01 -0.2745103890
## [564,] 0.788443605 0.252653505 0.129270552 3.978824e-01 -0.7960559828
## [565,] 1.155178949 -0.517894308 -0.540969660 8.007947e-01 1.2773551592
## [566,] 1.120431518 -1.110868830 0.726992349 7.857508e-01 -0.1829081276
## [567,] 0.172411588 -1.363986185 -1.170889287 2.474973e-01 0.3322053028
## [568,] 0.015502356 0.631609197 -0.694993323 -6.126939e-01 -1.5938897726
## [569,] -0.788757563 0.214898073 0.293512266 -8.455229e-01 0.0065147421
## [570,] -0.288130138 -1.032042246 -0.248658692 -1.000877e+00 -0.0751577603
## [571,] 1.449198303 0.598907140 -0.826786869 2.485893e-01 0.2668740274
## [572,] 1.236652862 0.130391487 -0.444589192 -5.391227e-01 1.4555918448
## [573,] 0.573417417 -0.993959391 -0.107047785 1.600021e-02 -0.4161627617
## [574,] 0.724680027 -1.077094568 -0.460106733 -6.502386e-01 -0.1482643167
## [575,] -1.745147456 -1.632878918 1.027799580 -5.380294e-02 0.1539095324
## [576,] 0.026878093 -1.673426780 -0.230056114 -5.115992e-01 -0.6903436365
## [577,] 0.518551358 0.042462951 1.476236896 8.029322e-01 -1.2020060384
## [578,] 0.171004348 -0.503464371 -0.553622203 7.738508e-01 1.8151020920
## [579,] 0.929610735 2.034141983 0.206845000 -4.035930e-01 -0.1106496689
## [580,] -3.467786295 0.083395624 -0.111380116 -1.229096e-01 -0.9168240045
## [581,] -1.303902774 -1.409658986 -1.409187463 -3.685822e-01 1.1992082775
## [582,] 1.079549763 0.125803866 -0.326592253 -3.209664e-01 -0.8520827242
## [583,] -0.074371980 3.435768181 -0.298873911 5.468692e-02 -1.1710564975
## [584,] 0.535974295 1.765147126 -1.060193208 -3.347933e-02 0.1259827063
## [585,] -2.686781892 0.563337321 1.859248006 -8.587398e-01 -2.2985875191
## [586,] 2.037540613 -0.857000339 0.166333832 1.956066e-01 0.0843142846
## [587,] 0.477795761 1.922557027 -0.065965716 -7.915834e-01 0.4489100257
## [588,] 1.757475645 0.810680430 -0.076977171 -1.764703e-01 -0.0377186938
## [589,] -2.373300076 0.733079464 1.420541227 9.545744e-01 0.8965006125
## [590,] 3.757374807 -1.241336384 1.576086877 5.633937e-02 -0.7786252982
## [591,] -2.080395588 1.381081274 -1.119763889 1.940284e+00 -0.7267453474
## [592,] -1.051886778 -1.506303153 -1.419429534 -7.711730e-01 -0.5844886537
## [593,] 0.298394165 1.178727275 -0.195781556 -3.004010e-02 1.2861960389
## [594,] 0.030148883 -1.648656873 1.704167959 3.308797e+00 -0.3392612158
## [595,] -1.721527706 -0.493960219 0.289202593 3.080640e-01 -1.2857505404
## [596,] -1.117947276 -0.953402182 1.247500858 -7.777073e-01 1.8038304130
## [597,] 0.797657754 0.300859909 -1.784182136 2.714563e-01 0.9500818174
## [598,] 1.964001442 -1.576629045 0.882948583 4.840674e-01 -0.6052844243
## [599,] 0.202067531 0.760781260 0.018942269 -1.423853e+00 2.0841160335
## [600,] 1.436056975 -1.140641368 1.129772299 -4.033787e-01 -0.5841539952
## [601,] 0.753902839 -0.584915970 -0.839197512 1.181532e-01 0.7236172945
## [602,] 3.170503939 0.122188486 1.590523416 -4.374432e-01 -1.2893901689
## [603,] 0.452734833 -0.566421565 -0.856965584 -7.979715e-01 0.0581072954
## [604,] -1.764465692 1.495517312 0.449928788 3.144432e-01 -0.2783317338
## [605,] 1.755031093 0.597166064 2.735777962 -1.449776e+00 0.3463716599
## [606,] 0.178242874 -1.346091304 -0.293539094 1.936518e-01 0.4334982489
## [607,] -3.104311999 -1.985638103 1.536102104 5.656525e-01 0.7765793431
## [608,] 1.465836303 -1.013220056 0.138777566 2.957393e-01 -0.4809180989
## [609,] -1.985304161 -1.564932324 -0.340349341 -1.468863e+00 0.3619358603
## [610,] 1.087535352 -1.003337430 0.338501792 -1.248310e+00 -0.2225642152
## [611,] 0.553451090 -0.960696393 0.180620185 -6.279089e-01 -0.6177515212
## [612,] -1.082977205 -0.154979484 1.533949555 -7.395795e-01 0.3644156695
## [613,] -3.280092061 0.181434109 0.709680721 -2.707518e-01 -0.5701704695
## [614,] -0.232763386 -0.123156766 -0.425386225 1.525694e+00 -0.1089796608
## [615,] -1.554205085 1.947468815 0.223318485 1.308376e-01 -1.0308958607
## [616,] 1.705339648 0.246079875 -0.323970800 -3.764761e-01 0.5827104157
## [617,] 0.833460707 1.202223044 -1.017895329 -4.622357e-01 0.7735235995
## [618,] 2.334839033 -0.691664254 -0.448031356 9.941028e-02 -0.5703524710
## [619,] -0.847689262 1.718547440 0.548798031 2.637855e+00 -0.4891503771
## [620,] 2.725092938 -1.114373431 1.461466290 -9.602978e-01 0.1918108389
## [621,] -1.123627218 -1.109612384 -1.298810081 -6.317475e-01 -0.3081027366
## [622,] 0.146860525 -0.860599497 1.095589390 3.582586e+00 0.4542604184
## [623,] -1.951990537 1.698646999 1.248858036 2.151574e+00 2.4229964889
## [624,] -0.202039914 -1.773871911 -1.166628252 -1.509014e-01 0.3001366187
## [625,] 1.722099087 -0.357853382 -0.401433420 -5.744524e-01 0.8160985811
## [626,] -0.775760819 -0.712307112 -1.877889329 3.270899e-01 -0.7010199207
## [627,] 1.825393322 -0.519329451 0.087200322 -7.464897e-01 1.2355675720
## [628,] 0.959224477 -0.553718453 -0.195934806 -2.831702e-01 1.8220078512
## [629,] 0.453758515 1.654656381 -0.602187773 -5.733193e-01 0.8493966854
## [630,] 1.550656489 -0.448138854 -0.702637334 -3.609150e-01 -0.5257854675
## [631,] 0.964938610 1.073978107 0.656655281 9.692613e-01 0.1754330638
## [632,] -0.158831788 -1.556733089 -1.247840394 -4.394068e-01 -0.1262828318
## [633,] 1.838521768 -0.283239845 0.218936085 -1.776596e-01 0.6926601921
## [634,] 0.227481489 -0.895324280 -0.219803830 -1.439069e+00 0.3522917979
## [635,] 1.756229038 1.532945020 -0.310684083 -1.364761e-01 -0.8273709586
## [636,] 0.643287562 2.413658949 -0.232226686 6.407993e-01 -0.6934365986
## [637,] 1.135022962 1.696284882 -0.490266660 -2.858241e-01 0.1867957770
## [638,] 0.445048493 -0.923850096 -0.395639237 7.327349e-01 0.2507031214
## [639,] -1.128747306 -0.098113823 -0.585710592 1.448306e+00 -0.6193827872
## [640,] 1.705304983 -0.315023763 -0.284013433 -6.365728e-01 0.0733131146
## [641,] 0.144202179 -0.978210793 -0.227303000 6.161028e-01 0.6378840252
## [642,] 0.918812691 0.220521000 -0.234362901 -3.553023e-01 1.0641272534
## [643,] 0.362433524 2.250925898 -0.017481362 -7.085282e-01 0.7874087722
## [644,] 2.680463213 -0.314399677 1.881436595 6.947536e-01 -0.8325158881
## [645,] -0.189030918 -0.941048918 0.230419993 5.995318e-01 -0.5891850730
## [646,] -2.317159104 -1.308318333 0.434597961 -2.365327e+00 -0.5109021798
## [647,] -0.177348791 -0.163525391 1.150976197 -9.629115e-01 0.7891304577
## [648,] -1.067618142 -1.698290073 1.034353474 -1.156835e+00 0.6400117428
## [649,] -1.086502690 1.661907128 -0.339098576 -5.998197e-01 -1.4072831888
## [650,] 1.434697841 -1.102893204 -0.488054241 -6.424893e-01 0.0825312110
## [651,] 1.313700636 -1.310219312 -0.080806768 -4.912460e-01 -0.6966998935
## [652,] 0.165130865 -1.067652582 0.115237322 -1.591837e-01 0.1501925215
## [653,] -0.553864402 -0.366262395 -0.802757834 -4.578377e-01 -0.5931748309
## [654,] 1.646243803 -0.129122148 0.661134540 1.282011e-03 0.7448633932
## [655,] 0.192940193 -1.349280263 -0.786132143 -9.100987e-01 -0.1388756403
## [656,] -2.002555461 -1.873286425 1.564062872 -2.494690e+00 -0.9068939951
## [657,] 1.116538676 -1.208031833 -0.180844304 -7.559850e-01 -1.0284101298
## [658,] -2.384397046 -1.169061313 0.273460662 1.505527e+00 -0.2293703020
## [659,] -0.637040015 3.196876503 -1.462854606 -1.597778e-01 0.5306408822
## [660,] -0.647629729 -1.105173302 -0.205473541 2.629692e+00 -0.1237533272
## [661,] -0.016280254 3.308109303 0.189286044 -7.688274e-01 0.4158387484
## [662,] -2.487272281 -1.377121565 1.028614472 1.586258e+00 1.9990154571
## [663,] -2.919355810 1.030982212 -0.895860598 -1.450261e+00 -0.5443810274
## [664,] -2.174343450 0.724175814 -0.213355153 2.548979e-01 -0.9346848426
## [665,] -0.074536367 0.468978288 -0.682710687 -1.322411e-01 -0.9588677157
## [666,] -0.653533539 -1.498631889 -1.153714067 -7.025660e-01 -0.3650016885
## [667,] -0.625526968 2.528007670 -0.297699472 -3.975721e-01 0.4550246776
## [668,] 0.407386866 1.614519921 -0.706062677 -2.893798e-01 -1.2820932000
## [669,] -0.598934000 0.155158601 0.015643323 -2.857359e-02 -1.5805379391
## [670,] -0.990021278 1.680156734 -0.140711362 -1.019203e+00 -0.6999822178
## [671,] -1.574871006 1.056083728 1.079097146 -2.574420e-01 -0.1495073265
## [672,] 1.695306323 -0.923805129 0.249405880 4.739796e-01 0.3871785416
## [673,] -0.502272520 1.912996440 -2.262704404 6.593622e-01 -1.0805335204
## [674,] -3.166539758 -1.561150169 -1.267945266 7.215277e-01 0.8136397761
## [675,] -0.049326075 3.038618566 -0.530211201 1.232931e+00 -0.1012470858
## [676,] 0.075468416 1.341364154 0.971949023 -1.072546e+00 1.5938390212
## [677,] 0.202273330 3.084913758 0.239489006 -6.161232e-01 0.4368764417
## [678,] 1.646076203 -0.715169406 -0.546194538 -1.251901e-01 0.9571561572
## [679,] 1.407234083 -0.068967834 -0.136675242 -7.680163e-01 0.7798569910
## [680,] 0.422928592 -1.361336443 1.094992492 -1.529236e-01 -0.7709865168
## [681,] 1.787710971 -1.324321012 -0.690014858 3.889774e-01 -1.2280021862
## [682,] -1.411434740 -1.104305091 -1.033280785 -5.082997e-01 1.6201345386
## [683,] -0.491258901 -2.021707301 -1.213252296 -6.062326e-02 -0.0909222857
## [684,] 0.643531068 0.397276516 -0.139304473 3.023837e-01 1.1819492043
## [685,] 1.492335504 3.244013425 1.849669846 4.891956e-01 -0.1549106414
## [686,] -0.771349598 -1.114879973 0.322375099 -2.416409e-01 0.0760122841
## [687,] 1.710641820 0.032011404 0.480424877 -4.825350e-01 0.7956547443
## [688,] 1.498853648 -0.622213805 -0.111943247 -4.917203e-01 -0.0219359561
## [689,] -0.412356524 -1.253150973 1.128935428 1.935243e-01 0.2648937075
## [690,] -2.407488289 -0.457947513 -0.838979959 -7.378372e-01 0.1616535449
## [691,] 0.774523606 1.354276800 0.398307264 1.420964e+00 0.1581995414
## [692,] -1.369204861 3.357722950 -1.346914298 -3.321156e-01 1.0312973069
## [693,] -0.894261844 -1.371693946 0.007274084 9.665692e-01 0.3539503191
## [694,] -1.665246899 0.342665357 -0.434279531 -7.900050e-02 -1.2459795585
## [695,] 2.341942451 -0.201429212 -0.150409982 -3.008128e-01 0.2261079669
## [696,] -2.166713631 0.588480317 0.522171848 -2.154899e+00 -1.3603493480
## [697,] -0.454311389 0.076698136 0.542006262 -1.296130e+00 0.6946494646
## [698,] 3.337369722 -1.275278364 1.642042110 -4.880249e-01 -0.2784622382
## [699,] -0.611821287 -0.080279812 -0.055902568 3.278001e-02 0.6274197642
## [700,] -0.067477321 -0.080406609 -0.050307729 1.364891e+00 1.4445920376
## [701,] -0.814586154 -1.085924563 -0.123637685 -3.770907e-01 0.0306371213
## [702,] -0.374933435 1.296048341 -0.159211828 5.924765e-01 -0.4272018112
## [703,] -1.596261741 0.723914711 0.366736052 8.771368e-01 1.4690186301
## [704,] 1.756862945 0.051422289 1.641959104 -4.842986e-01 0.1522315218
## [705,] 0.538391830 -0.152238558 -0.621484446 -8.538342e-01 -0.2937026304
## [706,] -0.025569357 -0.155388098 -2.149221582 1.588342e-01 -0.7559013209
## [707,] 4.051332060 1.313355359 3.046454539 -5.524353e-01 -2.3309083294
## [708,] -0.258175270 -1.591406119 0.905208968 -1.758202e+00 -0.7496648977
## [709,] -0.004186573 2.558060110 0.052318031 -9.407587e-01 0.7196288861
## [710,] -0.447583358 -1.630357624 -0.273291045 5.650160e-01 -0.4637625050
## [711,] -0.935358746 -0.919441933 1.443403878 -1.961405e+00 -0.1238944613
## [712,] -0.182060365 0.706517388 -0.330936784 1.216385e-01 -0.1130611408
## [713,] -0.909927483 1.057699412 -0.604762023 3.172379e-01 -0.8632999843
## [714,] 0.034140870 -1.690348050 1.160667271 -1.346324e+00 -0.1828998077
## [715,] 1.491271323 0.491463707 -0.688110930 -4.810501e-01 0.5995195897
## [716,] -2.511118742 -0.319309244 2.590541204 -8.254163e-01 -0.9436315732
## [717,] -2.152716849 -0.718865865 1.106018678 3.231652e-01 0.4075815563
## [718,] 0.439332340 2.461680170 0.021799472 1.119237e+00 -1.3467408071
## [719,] -0.635427126 -1.913237953 -0.312695825 -3.441667e-01 -0.8371944098
## [720,] -0.201458724 1.156423720 -1.042658451 5.093855e-01 -0.4445731713
## [721,] 0.757407402 0.318773228 -1.306902024 3.670320e-01 -0.1506322074
## [722,] -0.623733935 -1.808533032 -0.480877153 -8.108083e-01 -0.3426077048
## [723,] -0.520850597 -0.095746102 0.483742723 -8.243987e-01 0.1795262419
## [724,] -1.040924271 0.543641895 -1.155203106 -3.825896e-01 -0.2318665593
## [725,] 0.559188908 0.968724865 -0.981955979 -1.214194e-01 1.3891895829
## [726,] -0.609491220 0.075195753 -1.517912902 -8.372119e-02 -0.2475408441
## [727,] -0.724792982 -1.334020247 -0.349709881 -2.258672e-01 0.1376199664
## [728,] -0.029383730 -0.950753491 -0.558894866 -2.110328e-01 1.2649558736
## [729,] 0.750793925 0.326884503 0.503777556 -9.773032e-01 1.9976947495
## [730,] 2.179171015 -0.490952758 -0.287304734 -4.483084e-01 0.3414928178
## [731,] 0.004674951 0.076536250 -0.173470614 -4.958128e-01 0.1535838152
## [732,] 0.974937640 1.020087108 -0.609160017 -2.750314e-01 0.4671460549
## [733,] -2.243237682 -0.998610048 -0.271735092 -2.767036e-01 1.2811192180
## [734,] 0.395662462 -1.388585892 0.309833961 -3.409127e-01 -0.6412649465
## [735,] 1.117140500 1.366901728 0.324907886 6.495121e-01 0.5658378897
## [736,] 0.513343281 -0.516031246 -0.967169431 9.316834e-02 -0.5739822708
## [737,] -0.126238488 -1.314292545 -0.167748558 -2.113109e-01 0.5665964236
## [738,] 0.455728228 0.992750600 -0.960877394 1.438360e+00 -1.2225916257
## [739,] 0.261047845 -1.329743170 -0.088812767 -1.358487e-01 -0.0915743411
## [740,] 0.685407287 0.475302698 -0.850457225 3.242402e-02 1.1722330025
## [741,] -2.278377382 1.395596953 -0.351736852 9.875549e-01 -1.2460934237
## [742,] 0.941627064 -0.850364140 0.385237221 -1.311161e-01 -0.6050201391
## [743,] 0.990532775 -1.152890760 0.045530686 -7.938976e-01 -0.0906299257
## [744,] -0.479590554 2.364821142 0.029166054 8.828244e-01 0.8493673319
## [745,] -2.940084100 1.428945064 0.401940618 1.584368e+00 -0.7117160986
## [746,] -0.883529466 1.843509349 -0.667428858 5.600112e-01 -1.8372022928
## [747,] -1.732518549 -0.883948037 -1.816848533 -2.417774e-01 1.3911791545
## [748,] -1.279256758 -1.526869053 -0.928343179 2.228727e+00 0.0421440959
## [749,] -1.538174530 0.040070555 1.007229825 -1.329165e+00 0.7847888768
## [750,] 0.810881974 2.228148887 0.938698111 -9.856666e-01 0.5342055596
## [751,] 0.313915576 -0.125621561 1.161435074 1.722043e+00 1.4176893023
## [752,] -0.686663174 -1.076485436 -1.156380038 -4.968229e-01 0.2041032783
## [753,] 1.214175365 -0.451475716 -0.376678469 -3.440475e-01 -0.2607429631
## [754,] -3.536839474 -2.030174014 0.387173126 -2.643623e+00 0.0669143554
## [755,] -0.943422396 1.557927855 -0.162869644 -2.251575e-02 -0.1698955785
## [756,] -1.752981178 -0.808037178 -0.012366183 1.374616e+00 0.4911692938
## [757,] -1.001203786 0.923553213 -0.961882735 5.476746e-02 -0.3245118684
## [758,] 0.546171231 0.975959235 -0.318807144 -3.121721e-01 1.3774254197
## [759,] 1.061503814 -0.267265946 -0.983341993 -3.644062e-01 1.3142064035
## [760,] -1.084444104 3.329631982 0.237571060 -8.282877e-01 1.6980571909
## [761,] 0.926482778 -1.240093311 0.042700341 1.193983e+00 -0.2870976806
## [762,] -1.674875045 1.564698200 -0.404536488 -2.486830e-01 0.2617922172
## [763,] 2.012865700 1.498685290 -0.214542283 -1.964149e-01 -0.8667989053
## [764,] -1.561067382 1.921897914 -0.866842787 -3.906710e-01 -2.5398720121
## [765,] 0.100340070 -0.613781009 -0.763855604 -1.347709e-01 0.4989652391
## [766,] 0.283290637 0.097001817 -0.077141667 -6.871133e-01 -0.5226686533
## [767,] 1.059633773 0.836517204 0.424753643 -2.043597e-01 0.9569693910
## [768,] 0.839344740 -1.151004764 -1.008520943 8.687219e-02 -0.0825969923
## PC6 PC7 PC8
## [1,] 0.3569498928 -0.858262022 0.973669027
## [2,] -0.4060647160 -0.756541009 0.353983856
## [3,] -0.0399914575 1.152239401 1.067832066
## [4,] -0.4122511681 0.029228254 -0.130562776
## [5,] 1.0776386251 -0.549000452 -0.319143547
## [6,] -0.4097269708 0.610266380 -0.038551139
## [7,] 0.4308838429 -0.235591486 -0.075800545
## [8,] 3.1623236733 0.834229106 -0.235098279
## [9,] -1.0888274066 -1.357207514 -0.612851240
## [10,] -3.2331150716 -0.190214370 0.856483255
## [11,] -0.0287980922 0.654132499 -0.688095344
## [12,] 1.0102865580 1.482510794 0.251265467
## [13,] -0.5185188180 0.280844378 -0.125055201
## [14,] -1.6809822220 -1.212701456 -3.074727031
## [15,] -0.7386354093 -0.621549506 0.112038761
## [16,] 2.3859253546 0.167314408 -0.384437923
## [17,] 0.1319143424 -0.607416985 -0.519278300
## [18,] 0.0098392375 0.913971973 -0.287964896
## [19,] 2.1263872496 -1.233983381 -0.202301521
## [20,] -0.0270916097 -0.546535255 -0.016262388
## [21,] -0.4118684056 0.336220298 -0.191067558
## [22,] 0.1317325821 0.083293771 -0.968056294
## [23,] 0.5550938734 0.731664599 0.329596904
## [24,] -0.0642522544 0.847134851 1.251723911
## [25,] -0.0807999965 0.282990032 0.160577385
## [26,] 0.2265283363 0.492600840 0.204599840
## [27,] 0.8792228560 0.327215170 -0.366263930
## [28,] -1.0131764429 0.239117447 -0.334572968
## [29,] -0.7572224122 0.293322793 0.456091320
## [30,] -0.3154760671 0.379872819 -0.550538587
## [31,] 0.2821839133 -1.533160139 -0.213805766
## [32,] -0.6612436989 0.320333224 0.353455443
## [33,] -0.2670695422 0.414520551 -0.183144841
## [34,] -1.4991161600 1.010664702 -0.068912366
## [35,] -0.1663986471 0.168043768 0.954592341
## [36,] -0.8235515453 -0.081814924 0.005216571
## [37,] 0.5240576698 1.508174625 0.055340226
## [38,] 0.2046548252 -0.167339781 0.600675325
## [39,] 0.5887907527 -0.448799348 0.485428048
## [40,] -0.2561638845 -1.401872835 -0.455503444
## [41,] 0.5655282277 0.217921112 1.059440201
## [42,] 0.5488053024 0.861238814 -0.505739109
## [43,] -1.2151027100 -0.292932289 0.319815144
## [44,] -0.2280264935 0.391066927 -0.738106996
## [45,] 0.2634623748 0.368120375 0.382642066
## [46,] 0.7787805128 -0.096407885 1.414608398
## [47,] 0.3037710987 -0.037638446 0.085985222
## [48,] -0.4357007637 0.079235295 0.213906605
## [49,] 1.0819190956 0.326925883 0.382566901
## [50,] -0.1382210601 0.480040290 1.133944989
## [51,] -1.6517223740 0.377684100 0.040390725
## [52,] -0.1674887853 -0.258878454 0.109919408
## [53,] -0.4123151714 0.164269346 0.256166668
## [54,] -0.7131011340 -0.441640169 -0.180476090
## [55,] -0.0873643588 0.041582915 -0.245224779
## [56,] -0.1865678559 -0.039204952 -0.141693614
## [57,] 0.4272822081 0.094034205 0.248793831
## [58,] 0.2180122670 -0.857743599 0.204030228
## [59,] -0.0242624258 -0.497897789 -0.732289353
## [60,] 0.7015054567 -0.397596812 -0.127119188
## [61,] -0.4785730147 -0.251762938 0.717305361
## [62,] 0.4694237698 0.652331964 -0.172928299
## [63,] -0.3977560008 0.090002741 -1.137335383
## [64,] -0.3937618051 0.011207112 0.919861150
## [65,] 0.5384832884 0.197077513 -0.521389858
## [66,] -0.1541903765 -0.004706674 0.497135361
## [67,] -0.7504356573 -0.951881450 0.285608221
## [68,] 0.0592904995 -0.957619803 -1.441297800
## [69,] -1.0625669470 -0.083656745 0.157591573
## [70,] -0.6593339092 0.431376474 0.736389011
## [71,] -0.0986363809 0.052716730 -0.379459058
## [72,] -0.1043648635 0.405684743 0.804045308
## [73,] 0.9696034449 1.638286319 -0.623796054
## [74,] -0.6061750193 1.008814166 -0.759049774
## [75,] -0.2346826936 -0.115321778 0.226666429
## [76,] -0.1571177092 -0.454295433 -0.902736621
## [77,] -0.0567773576 0.312563788 -1.237500452
## [78,] 0.6303958288 0.246940025 0.363922994
## [79,] 3.2949444252 -0.630612845 -0.651047474
## [80,] -0.3811422674 -0.001926663 0.717167936
## [81,] 0.2174816959 0.181593676 0.612358389
## [82,] -0.4585605033 -0.383613968 0.563485774
## [83,] -0.5160824462 0.359079903 -0.133166875
## [84,] -0.5030552810 -0.387050507 0.760925582
## [85,] 0.5284406165 0.674219107 -0.894181588
## [86,] -0.4049340672 0.046202348 -0.046531452
## [87,] 1.0380846794 0.149290001 1.272583600
## [88,] 0.5165389640 -0.032521897 -0.305726288
## [89,] 1.0909191072 1.167409614 0.476595633
## [90,] -0.3534872603 -0.143314151 0.442668342
## [91,] -0.6773859032 0.185607808 -0.232312635
## [92,] -0.5650994434 0.293878726 -0.639048223
## [93,] 1.1670350215 -0.335431099 -0.403954399
## [94,] -0.6098930575 -1.355292344 -0.282681542
## [95,] -1.1047894777 0.655670483 0.739405079
## [96,] -0.0443398658 0.047100877 -0.275803601
## [97,] 0.3141738469 -0.201788466 0.369301813
## [98,] -0.5488862835 -0.170016787 -0.153750838
## [99,] 0.4831933543 0.524126970 0.434586605
## [100,] 0.4280143922 -0.489048578 -0.405167625
## [101,] 0.4564044932 0.123643130 -0.175137124
## [102,] -0.0059613708 0.319137343 0.445603498
## [103,] -1.6509866030 0.518773632 0.195266002
## [104,] -0.6775027113 -0.057908257 -0.159085498
## [105,] 0.6582488128 0.372273781 -1.145484196
## [106,] -0.2202698651 0.127302350 0.291531215
## [107,] -2.5421970924 0.518974607 -0.295704915
## [108,] 0.1244051240 -0.389596754 0.360638088
## [109,] 0.6142373016 -0.111053540 0.160555531
## [110,] -0.1578499881 -0.166600733 -0.203837009
## [111,] 0.0925541370 0.312573146 0.970669685
## [112,] -0.2799667521 0.353528601 -1.471138294
## [113,] -0.3420460775 -0.232109354 0.354535522
## [114,] 0.5033511617 0.630967307 -0.908554092
## [115,] 0.3984672299 0.055937334 0.581819832
## [116,] -0.6571591735 -1.093482425 -0.470399208
## [117,] 0.3164371062 0.183532426 -0.434186633
## [118,] 0.9311779941 0.737499878 -0.830801208
## [119,] 0.1353963374 0.412874548 0.508819462
## [120,] -0.8823272096 0.756352963 0.240943581
## [121,] 1.4407505227 -0.461631140 0.825774206
## [122,] 0.7334000881 0.403596557 1.050272065
## [123,] -0.1626742022 0.165422323 0.093063745
## [124,] -0.5615929896 -1.660053725 -0.570214950
## [125,] -0.1020757145 0.229188030 -0.466308291
## [126,] 3.0029402319 -0.756976922 -0.736382839
## [127,] 0.7580818185 -0.004655474 -0.383165336
## [128,] 0.3650859239 -0.298950816 0.480486232
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## [130,] -1.0876440326 -1.971838634 -1.063217886
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## [137,] -0.3398360094 -0.064744666 0.175358294
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## [146,] -3.0531088693 -0.160211901 1.666926142
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## [157,] -0.2974439245 0.331772468 -0.090660185
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## [160,] 1.3629131838 1.380270000 0.972984170
## [161,] -0.5501202801 -0.332820287 1.471183873
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## [170,] -1.0693856300 0.436751311 -0.244213770
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## [571,] 0.0509209667 -0.346474996 -1.104005530
## [572,] -1.5142122158 0.879662206 0.331157084
## [573,] 0.2025449225 0.155951670 0.690752898
## [574,] 0.3664846404 0.274384044 -0.606747014
## [575,] -1.4779972783 0.552083056 -0.397301884
## [576,] 1.0867556556 -0.772435014 0.909037225
## [577,] 0.0019920595 0.116365670 -0.043587973
## [578,] 0.6292711011 0.899767162 -0.718460907
## [579,] 0.2174707342 1.110792617 0.209537446
## [580,] 0.4504836840 -3.352285270 3.534735366
## [581,] 0.3254158046 -0.189412196 1.346208194
## [582,] 0.0570536942 0.335473803 0.944317483
## [583,] -0.1411888388 -0.336715694 0.261455236
## [584,] 0.7575912350 0.453528188 -0.943327652
## [585,] -1.5927451329 0.240161863 -2.368814020
## [586,] -0.4136885757 0.021404381 0.171464629
## [587,] 0.9001344986 0.462826343 -0.147685821
## [588,] -0.2510706642 0.748331510 -0.108910359
## [589,] -0.7309787730 -0.856124531 0.192212902
## [590,] 1.1871660903 -0.759610148 -0.494507809
## [591,] 1.2296359611 0.415857845 0.308629911
## [592,] 0.1997391651 -0.187506707 0.417183700
## [593,] -0.0008458607 -0.405554223 -0.524798900
## [594,] -0.3399002509 0.251245230 -0.448995987
## [595,] -0.2328821534 0.177600181 0.166923211
## [596,] -0.7185902166 0.553776786 0.267140650
## [597,] 0.7621243809 -1.218009602 -2.045914399
## [598,] 0.9957819112 -0.295410622 0.083652239
## [599,] 0.5085076882 -0.444965846 -0.001874840
## [600,] -0.0110797250 -0.355642178 -0.013165070
## [601,] -1.0144480394 0.120832060 0.413234731
## [602,] 1.8564947540 0.122600952 -0.123535172
## [603,] -0.3769479499 -0.726885520 1.119421300
## [604,] 0.0351243520 -0.587865840 0.077573155
## [605,] 2.3779915837 -0.520795159 0.683849858
## [606,] 0.6930833304 -0.106668668 0.790724483
## [607,] -0.2412029015 0.489554068 0.324783364
## [608,] -0.9872016092 -0.299853096 0.530014985
## [609,] -0.0955780491 -0.223763306 -0.257871250
## [610,] -0.7836734703 0.161602550 -0.449931301
## [611,] 0.1968821871 0.263660562 -0.368228002
## [612,] 0.2440498848 -0.184577747 0.141268266
## [613,] -0.4137127644 0.424485313 -0.021883631
## [614,] -0.1285194362 0.777572275 0.588172925
## [615,] 0.4411057462 0.333655706 -0.105045663
## [616,] -0.4642232194 0.406234296 -0.203003200
## [617,] -0.7891936637 1.007720976 -0.135517814
## [618,] -0.8304956390 0.077570411 -0.059665746
## [619,] -0.5499403920 0.038046732 0.392764389
## [620,] 2.3598288071 -0.614053949 -0.313040770
## [621,] -0.2307866398 -0.171901936 0.002869429
## [622,] -1.2098891332 0.210725774 0.286610488
## [623,] 0.1423951393 0.596890802 -0.031307679
## [624,] 0.6591839064 -0.027257642 -0.726984195
## [625,] 0.2106568681 0.528853846 -0.312509933
## [626,] -0.0879652544 -0.087393259 0.453303129
## [627,] -0.5279326551 0.236174792 0.117704674
## [628,] -0.2139802684 0.431730128 -0.127733038
## [629,] 0.1836315225 -0.190296541 -0.531428024
## [630,] -0.2628863303 0.442748018 0.605106455
## [631,] 0.0345503150 0.760567767 -0.154141345
## [632,] -0.2754769586 -0.441768121 0.300104209
## [633,] -0.1029141998 0.401130207 -0.109268344
## [634,] -1.0757241664 0.392753313 -0.217950009
## [635,] 0.2320425822 1.251652024 -0.224889524
## [636,] 0.4758578495 1.575049310 -0.319775827
## [637,] -0.2055192447 -0.500333180 -0.668962762
## [638,] -0.4311401492 0.388850755 -0.274817274
## [639,] 0.5401177305 0.603589977 -0.250094732
## [640,] -1.2986229374 -0.198159151 0.104717029
## [641,] -1.1654870082 -0.024517253 -0.432580974
## [642,] 0.4461064815 0.847234728 -0.173572111
## [643,] -0.1692868167 -0.296607530 -0.098750258
## [644,] 1.9804637575 -0.291392438 -0.528719269
## [645,] -0.7909316144 0.187938465 0.005096491
## [646,] -0.2566589533 0.092509686 -1.014231529
## [647,] -1.0807594431 -0.256130364 0.493064099
## [648,] 0.9405105830 -0.232727222 0.818210175
## [649,] -0.4325738352 0.626134233 0.736343359
## [650,] -0.1428185360 -0.451815672 0.648484848
## [651,] -0.3012351548 -0.231325733 0.034998625
## [652,] 0.2396650095 -0.223942637 -0.152137343
## [653,] 0.1810737372 0.180891943 0.779545769
## [654,] 0.1319721225 0.148101048 -0.079770346
## [655,] -0.0526008656 0.019740358 -0.192736755
## [656,] 0.1444206989 0.453614929 -1.671935978
## [657,] -0.5881500234 -0.161666746 0.778330461
## [658,] -0.3890174555 -0.998370014 -0.171810466
## [659,] 0.0271930983 0.782697751 -0.650584196
## [660,] -0.5648676122 0.307935656 -0.198748129
## [661,] -0.1951917451 0.221027587 0.255966705
## [662,] 0.7829283922 0.198596936 1.880814359
## [663,] -0.6347576287 0.256183576 0.546440081
## [664,] 0.3592735619 0.321410028 0.796747284
## [665,] 0.7912599443 -0.603525315 0.843011523
## [666,] -0.3182086906 -0.272822190 0.439845920
## [667,] -0.1554837994 -2.131171094 -0.050389105
## [668,] 0.1624336624 0.344611929 0.765893569
## [669,] 0.3265653030 -0.463807347 -0.584369517
## [670,] 0.0119081938 0.110130581 0.724538913
## [671,] 0.1399027111 -0.452730171 0.114101736
## [672,] -0.2419009325 0.178612021 0.108351571
## [673,] -0.6227780482 0.397377185 -0.712170321
## [674,] 0.7041738552 0.990783603 -1.171223715
## [675,] 0.0885012089 -0.988909229 -1.417164103
## [676,] 0.4364452258 0.890154089 0.860778430
## [677,] -0.5975279401 0.114867143 0.277734364
## [678,] 0.5352703353 -0.083275879 -0.860940405
## [679,] 1.1482475858 0.382011632 -0.383889301
## [680,] -0.9230012676 0.426712890 -0.827137893
## [681,] -0.3908761006 -0.137132514 0.003002738
## [682,] 1.4500616865 -0.401691225 0.739639842
## [683,] 0.9772612800 -0.359357111 -0.301927222
## [684,] -0.1330346398 0.810765913 -0.194833068
## [685,] -3.0626108042 -1.634929784 0.634537848
## [686,] -0.4357406996 0.323547367 -0.262232095
## [687,] -0.3796861403 0.690425189 0.344000289
## [688,] 0.3743607588 -0.612494589 0.284812805
## [689,] -1.2488411829 0.282729865 0.401023898
## [690,] 0.4877438755 -1.406231205 -0.191967594
## [691,] -0.7282962532 1.100604142 -0.108909502
## [692,] 0.2606897666 1.725963633 -0.167282565
## [693,] 0.3758678313 0.260862320 0.137139798
## [694,] 0.6988339214 -0.466481064 0.563685357
## [695,] -0.3657911478 0.188913866 -0.320318832
## [696,] -1.4559828911 0.508120458 -1.484873967
## [697,] -0.2970716604 0.143707441 0.511524791
## [698,] 1.6343183397 -0.534674124 -0.241004062
## [699,] -0.5742799487 0.842309089 -0.633565473
## [700,] 1.1420670527 0.909236389 -0.807238178
## [701,] -0.2496971126 0.230309293 -0.434959284
## [702,] -0.4124502574 -0.753690001 0.783647650
## [703,] -0.3551525823 -1.471949252 0.754622900
## [704,] 2.9440419593 -1.205404556 -0.676504330
## [705,] -0.4997979816 0.377462706 0.009494570
## [706,] 0.6130763501 0.318509112 0.185284936
## [707,] 0.0579672366 0.648330722 1.272825693
## [708,] 0.3876398645 0.358437988 -1.058066348
## [709,] 0.4274850123 0.549495310 0.194581580
## [710,] 0.2965847827 0.163066641 -0.510257932
## [711,] -0.4948974365 0.866718237 -1.028828650
## [712,] -0.2890203905 -0.309395779 0.594524675
## [713,] 1.6018880947 0.400358349 0.778669126
## [714,] -0.7352271158 0.178926080 -0.502303003
## [715,] -0.2117995361 0.110059906 -0.508632535
## [716,] 0.3481294876 0.677754866 -0.096286709
## [717,] -0.3879491049 0.105741257 0.803442773
## [718,] -0.5039859216 -0.378876888 0.097089773
## [719,] 0.2273885508 -0.389271073 0.176432382
## [720,] 0.2460993110 -1.124546747 -0.182419179
## [721,] -0.6658170283 -0.039043383 -0.106032914
## [722,] 0.2579651432 0.044257105 -0.257763076
## [723,] -0.3773328024 -1.125266061 0.334827450
## [724,] 0.0981033165 -0.332256884 -0.268362688
## [725,] -0.7427103720 -0.758904096 -0.843987882
## [726,] 0.5819237324 -0.653343029 0.545118976
## [727,] -0.3253153617 0.070668573 -0.380393799
## [728,] -0.3816039875 -0.001909658 0.899508780
## [729,] -1.1113698241 0.840785836 0.937241223
## [730,] 0.4973816863 0.311536946 -0.518130041
## [731,] -0.5856828111 -0.187509479 0.330439015
## [732,] -0.3676351776 1.773143068 0.136956467
## [733,] 0.4152769588 0.380730288 0.685728640
## [734,] -0.1331157530 0.158042065 -0.109740013
## [735,] -1.0053741459 -1.234407149 -0.622269134
## [736,] 0.7849623075 -0.122426457 0.384229572
## [737,] -1.2255665583 0.168915467 0.383831994
## [738,] 0.1107981232 0.017559701 -0.337516255
## [739,] 0.3774717439 0.457416098 -0.853742374
## [740,] 0.4696969156 -0.755367665 -1.196014337
## [741,] 0.6696589906 0.379769780 -0.238417651
## [742,] 0.6200868256 0.007772446 -0.183916906
## [743,] -0.1274618551 0.055862914 -0.163027334
## [744,] -0.3277869665 0.814966806 -0.163086311
## [745,] 0.4201835181 1.497682576 0.565215171
## [746,] -0.3462272050 0.564553680 0.160932933
## [747,] 0.8492856207 -0.228424908 0.725463006
## [748,] 0.7102183115 -0.610265803 -0.442303602
## [749,] 0.2272668528 -0.066509145 0.141817840
## [750,] 0.0125501830 -0.470373379 0.348286932
## [751,] -0.0217252401 1.197876341 0.087481797
## [752,] 0.2487946032 -0.447960335 0.375881298
## [753,] -0.0973792939 0.012309439 0.709907890
## [754,] -0.5909358623 0.130672179 -0.867174630
## [755,] 0.2486654846 -0.135314001 1.164686607
## [756,] -0.5916915467 -0.643634903 0.223734556
## [757,] -0.2508676678 -0.034151548 1.329355935
## [758,] 0.2421313840 -1.539398295 -0.974515009
## [759,] 0.3123329597 0.206897939 -0.763842284
## [760,] 0.0145268856 -1.012507157 -0.050434007
## [761,] -0.0425110351 0.076695338 0.326885073
## [762,] 1.5081047064 0.210255898 0.926381513
## [763,] -0.1290104205 0.928422785 -0.190214022
## [764,] -0.0772713570 -1.140613537 -0.138500074
## [765,] 0.5289939485 -0.152010309 0.467227243
## [766,] -0.5379193778 0.335344678 0.289250403
## [767,] 0.1532072800 -1.179539450 -0.533995863
## [768,] -0.1499986405 -0.245075649 0.515610204
plot(diabetes_pca$x,xlim=xlim,ylim=xlim)
diabetes_pca$rotation[,1]
## Pregnancies Glucose BloodPressure
## -0.1284321 -0.3930826 -0.3600026
## SkinThickness Insulin BMI
## -0.4398243 -0.4350262 -0.4519413
## DiabetesPedigreeFunction Age
## -0.2706114 -0.1980271
diabetes_pca$rotation
## PC1 PC2 PC3 PC4
## Pregnancies -0.1284321 0.5937858 -0.01308692 0.08069115
## Glucose -0.3930826 0.1740291 0.46792282 -0.40432871
## BloodPressure -0.3600026 0.1838921 -0.53549442 0.05598649
## SkinThickness -0.4398243 -0.3319653 -0.23767380 0.03797608
## Insulin -0.4350262 -0.2507811 0.33670893 -0.34994376
## BMI -0.4519413 -0.1009598 -0.36186463 0.05364595
## DiabetesPedigreeFunction -0.2706114 -0.1220690 0.43318905 0.83368010
## Age -0.1980271 0.6205885 0.07524755 0.07120060
## PC5 PC6 PC7 PC8
## Pregnancies -0.4756057 0.193598168 0.58879003 0.117840984
## Glucose 0.4663280 0.094161756 0.06015291 0.450355256
## BloodPressure 0.3279531 -0.634115895 0.19211793 -0.011295538
## SkinThickness -0.4878621 0.009589438 -0.28221253 0.566283799
## Insulin -0.3469348 -0.270650609 0.13200992 -0.548621381
## BMI 0.2532038 0.685372179 0.03536644 -0.341517637
## DiabetesPedigreeFunction 0.1198105 -0.085784088 0.08609107 -0.008258731
## Age -0.1092900 -0.033357170 -0.71208542 -0.211661979
plot(diabetes[,-1])
diabetes_pca$x
## PC1 PC2 PC3 PC4 PC5
## [1,] -1.067806862 1.234090757 0.095867368 4.966665e-01 -0.1099132790
## [2,] 1.120952811 -0.733373746 -0.712473852 2.848706e-01 -0.3892535190
## [3,] 0.396218504 1.594836615 1.759531796 -7.034879e-02 0.9058835066
## [4,] 1.115054156 -1.270413093 -0.663296973 -5.787458e-01 -0.3558278959
## [5,] -2.357797682 -2.183396333 2.961176841 4.030472e+00 0.5922982735
## [6,] 1.434816261 0.835032943 -0.220188660 -4.475530e-01 0.4436833028
## [7,] 0.929569845 -1.107218102 -0.536228863 -1.445658e-01 -1.2508762973
## [8,] 2.148406325 0.855344470 1.253824488 -6.378529e-01 -1.2338619618
## [9,] -3.295777171 -0.241996927 1.869642773 -3.032619e+00 -1.1020611752
## [10,] 1.838652045 3.204572290 0.660301809 -3.767756e-01 -0.5097192236
## [11,] 0.532206965 0.647185445 -1.365946780 -2.870690e-01 1.1840699108
## [12,] -0.447648966 1.927673986 0.417177197 -3.139047e-02 0.9789396898
## [13,] -0.703519595 2.847065556 1.656130591 2.692405e+00 0.4207182669
## [14,] -3.784640161 -0.524980983 3.616694044 -3.319283e+00 -1.4681925451
## [15,] -1.007494805 1.275379750 1.424970355 -4.720614e-01 -0.0179935763
## [16,] 2.414600089 0.342270472 1.766003072 3.427586e-01 -1.1007290421
## [17,] -2.209870937 -1.753589136 -0.939557406 -1.260106e-01 -0.0157632755
## [18,] 1.179817980 1.120506726 -0.467570771 -1.192156e-01 0.1684562364
## [19,] 0.154019940 -1.391740693 -0.318005055 -5.744737e-01 -0.8047995321
## [20,] -0.333030410 -0.877046036 -0.246559627 1.362972e-01 0.1084890755
## [21,] -2.035423962 -1.213617776 -0.368010376 1.432944e-01 -0.2025569494
## [22,] 0.292214484 2.227179832 -0.834633612 5.264897e-01 0.1382160610
## [23,] -1.125944080 2.081456071 0.245693105 -5.728048e-01 2.0435188731
## [24,] -0.059816990 0.765744394 -0.960672312 -1.159440e-01 -0.9049779357
## [25,] -1.986235966 2.172673898 -0.767974598 -6.168958e-01 -0.9420038087
## [26,] -0.446739972 1.444374350 -0.225433603 -6.264237e-01 -1.2640520804
## [27,] -0.115431584 1.863873590 -0.306591210 -4.723917e-01 0.9900508460
## [28,] 1.066311830 -1.162867506 0.357049964 -6.075180e-02 -0.1839095928
## [29,] -0.610206498 3.296004903 0.376474491 -6.373178e-01 -1.3833910655
## [30,] 0.354706149 1.274696465 -0.864670362 4.033645e-02 1.0110643778
## [31,] -0.597672485 1.588193453 -0.571995163 8.262329e-01 -0.2566604700
## [32,] -1.801059862 -0.973944510 1.088018517 -1.482012e-02 -0.0197674938
## [33,] 1.772412677 -0.604472895 -0.113848222 -2.132337e-01 -0.3799579053
## [34,] 1.728014295 1.023870122 -0.841476865 -1.516382e-01 0.0882989840
## [35,] -0.379868758 1.793043724 -0.313540252 5.686280e-01 -1.0175377867
## [36,] -0.325085475 -0.752537890 1.142872973 1.080096e+00 -1.2318541889
## [37,] 0.199737520 2.116944330 -0.007353667 5.672587e-02 0.2283670467
## [38,] -0.669707496 1.292634455 -0.673243978 1.233193e+00 -1.1692337748
## [39,] -0.095994098 -1.197090540 -1.251479711 7.194905e-01 -0.3564861069
## [40,] -2.573770162 -0.029216804 0.863457833 2.296661e+00 -1.0248751718
## [41,] -0.514649628 -0.281067211 0.513311815 -1.277694e+00 0.8469551206
## [42,] -0.395481909 1.375073091 -0.233956468 8.015108e-01 1.1616013764
## [43,] 0.485829044 1.903943946 -0.847747850 -3.486334e-03 -0.4780882592
## [44,] -3.594902619 1.980957249 -0.158479004 -2.636791e-02 0.4356412096
## [45,] 0.668395536 1.796905836 0.780971651 -6.655706e-01 0.6176258662
## [46,] -2.325769110 -1.682533513 1.803596970 3.031749e+00 1.9395979590
## [47,] 1.038568883 -0.116574378 1.012403214 -3.957443e-02 1.4130768405
## [48,] 1.115065590 -1.133172378 -0.816711245 1.039009e+00 -0.3920769394
## [49,] -0.122567195 0.202000837 -1.099915201 2.755047e-01 -0.6664367758
## [50,] 4.353716521 0.397434611 2.930891052 -4.234297e-01 -1.9816499829
## [51,] 1.275941525 -0.740560677 0.127317492 5.467222e-02 0.3171530173
## [52,] 1.550773073 -0.882885457 0.585072380 2.873372e-01 -0.0745320907
## [53,] 1.215658193 0.082981417 -0.414902305 2.101654e-01 -0.7992794354
## [54,] -2.937703952 1.757758478 0.728717553 -1.024282e+00 -0.6803789333
## [55,] -2.505575096 0.004527801 1.199478847 -3.558466e-01 -1.4246199149
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## [149,] -0.088258646 2.778736877 -0.002761760 -5.182200e-01 0.9046205983
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## [173,] 2.075747585 -1.549996055 1.636031878 1.119486e+00 -1.1537751526
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## [178,] -3.370928818 -1.659412001 -3.088090738 -3.577319e-01 1.5634623347
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## [181,] 1.841098399 1.089785956 -0.844503669 -3.381281e-01 -0.1567465137
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## [187,] -3.329421351 1.207116262 2.322003762 -1.378506e+00 -1.7090925092
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## [193,] 0.453893426 1.533620869 0.678714369 -4.396508e-01 0.8172148335
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## [251,] 1.145212324 1.772050552 0.280357796 2.722122e-01 -0.5064553847
## [252,] 1.048494921 0.252517709 -0.315772083 -4.478586e-01 1.3611362133
## [253,] 1.294220879 -0.508104951 -0.723495703 -2.306369e-01 0.0304141367
## [254,] 0.692816927 -1.340377472 -1.402372955 3.149943e-03 0.0189775195
## [255,] -0.423168470 1.562892960 1.328547991 1.144702e+00 -1.8921924774
## [256,] 0.258794131 -1.412904905 -0.470995583 4.094703e-01 0.1889186209
## [257,] 0.283307307 -0.716004781 -0.109771144 5.349396e-01 -0.5714041610
## [258,] 1.074294433 -0.482724492 -0.716377801 -7.425245e-01 0.1700826117
## [259,] -1.056676322 -1.315462990 2.984896857 -1.579067e+00 0.3360182751
## [260,] -2.384664410 1.799686348 1.580142224 1.898057e+00 -0.6396661950
## [261,] -0.654938533 0.345885171 1.118006711 -1.513436e+00 1.0365886109
## [262,] 1.920947255 -0.505345952 2.711743832 3.951892e-01 0.2084841563
## [263,] 0.315978144 -0.710690345 -0.689122137 9.007265e-01 -0.3547499193
## [264,] -0.278426919 2.023672220 -0.323651600 -5.276346e-01 0.6594617930
## [265,] 1.138583995 0.755592761 -0.010936093 -4.580090e-01 0.6517196294
## [266,] -0.396109443 0.496097609 0.171392702 1.780786e+00 -0.1762581802
## [267,] 1.604239906 -1.299916970 2.602415749 8.248265e-01 0.8712796561
## [268,] -1.029861681 -1.429933307 0.095349906 1.726125e+00 0.4319070954
## [269,] 2.487365107 -0.754493850 0.007535860 -8.212579e-01 0.5955735525
## [270,] 2.449583605 -0.377618402 2.228774704 -1.013871e+00 0.1445784967
## [271,] -1.859496551 0.800100749 -0.986709806 2.521808e+00 -0.5030031943
## [272,] 1.011133279 -1.081872012 -0.441453661 -7.876934e-01 -0.5557144285
## [273,] 1.300248121 1.094723094 0.017338898 -3.835439e-01 0.7239952250
## [274,] 0.053085819 -1.868877427 -1.704841729 5.729870e-01 -0.8372644858
## [275,] 0.422971031 3.184751467 -0.475529272 1.764349e-01 -0.8092946837
## [276,] -0.987293380 -1.654893625 -1.033782892 8.908928e-01 -0.4987975263
## [277,] 0.967863061 0.401298293 -0.268064946 -1.745229e-02 -0.8831058013
## [278,] 0.672019487 -1.428217428 0.081521447 -1.327641e-01 -0.0204588749
## [279,] 0.601392509 2.057849576 0.665362971 1.102726e+00 0.3374683041
## [280,] 0.142110516 -1.333076710 1.521248843 3.872329e-01 -0.2850039264
## [281,] 0.550939468 -0.232822514 -0.054502907 -5.520057e-01 1.9809021680
## [282,] -0.991806619 1.271659926 -0.477282922 -4.668830e-01 -0.9864280416
## [283,] -0.666962274 1.023409817 -0.324665062 -7.669672e-01 -0.1034214699
## [284,] 0.050145596 2.395306506 -0.059968545 -8.890211e-01 1.0041980178
## [285,] 1.037846818 1.441479198 -0.339272315 -1.122103e-01 0.7135876059
## [286,] -0.854568820 1.400235466 0.770922027 2.514577e-01 -0.7694996959
## [287,] -3.660757991 -1.069959339 0.981530916 -1.296883e+00 -1.2696944440
## [288,] -2.203921638 -1.562348244 -0.561769811 5.355827e-01 0.2714239000
## [289,] 1.628900572 -0.282282303 0.255304323 -8.609305e-02 -0.7459913597
## [290,] -0.601353598 -0.284537166 -1.085141132 -2.319331e-01 -0.9159718893
## [291,] 0.195126195 -1.515900456 -1.731029892 5.100020e-01 0.3558687858
## [292,] -0.147713228 -1.603943043 -0.041198112 8.020986e-01 0.2753661468
## [293,] -2.246907916 -1.307105910 0.368415014 1.576389e+00 0.3595350813
## [294,] -1.139278834 -2.069366120 0.403025534 -1.505402e-01 -0.5342192401
## [295,] 1.097979075 1.845664858 1.584852255 -8.856980e-01 0.9741885793
## [296,] -1.052941806 -0.231696616 0.683642897 9.917890e-02 -0.1855392845
## [297,] -1.383734403 -1.276115847 0.888084735 -1.560565e+00 -0.8734439357
## [298,] -0.746556107 -1.467431707 0.009617068 -4.476086e-01 0.2654623412
## [299,] -1.242062178 2.076998371 -0.561483425 1.852971e-01 -2.0298391921
## [300,] 0.528107199 2.590669651 0.871351627 1.432835e+00 -0.1653589823
## [301,] 1.469575172 -0.792364249 3.119518594 2.246242e-01 1.0853324783
## [302,] -0.357192734 -1.095835455 0.528222494 -6.845097e-01 -0.0921481818
## [303,] -0.155597513 -0.096032168 -1.995434679 2.530238e-02 -1.1050831694
## [304,] -0.537036501 0.599529739 -2.154147668 -1.717099e-01 1.7339718976
## [305,] 1.196753312 1.112744097 0.493604364 -8.934512e-01 1.0451479684
## [306,] -0.756556787 -0.889795085 -1.085067976 -6.698356e-01 -0.0211200501
## [307,] -0.712447604 1.990511587 0.904745246 -8.435520e-01 -0.9241513592
## [308,] 0.778910488 -1.045483278 0.399688559 -1.472162e+00 0.5173180739
## [309,] -0.782485311 -1.589857602 1.682621751 1.759573e+00 0.7339736740
## [310,] -0.952378029 -1.077658932 0.802468181 5.518195e-01 -0.1131440366
## [311,] 0.849855650 0.646522305 -0.787306279 4.324237e-01 -1.3180162713
## [312,] -0.742391188 -1.978246681 -0.511685775 2.482751e-01 0.0223155409
## [313,] 0.042293968 -0.300610255 0.627661764 -6.912361e-01 0.7709278859
## [314,] 0.911254518 -0.625188754 0.851671958 3.044098e-01 0.0392648541
## [315,] -1.087295063 0.774221186 -0.137154823 2.258784e+00 -0.2422852482
## [316,] 0.235533677 -0.796700197 -0.420899803 -3.987636e-01 0.1026997864
## [317,] 1.356924566 0.128980729 -0.206441836 -2.652851e-01 -0.1217034659
## [318,] 0.317965521 0.673266619 0.710469244 -9.404735e-01 1.9073329557
## [319,] -0.572826301 -0.961913937 -0.830952820 -8.935934e-01 -0.6367538543
## [320,] 0.054205879 3.057564728 0.994608751 -1.418308e+00 1.1449775327
## [321,] -0.021358713 -0.247497463 1.202812866 -5.100139e-01 -0.3555628030
## [322,] 0.476607673 -0.502687188 -1.030542766 -3.729549e-01 -0.0121325406
## [323,] 0.802506443 -0.182678348 -0.245938528 -4.504832e-01 0.6078861468
## [324,] -1.350179874 2.318295031 0.147051257 7.459871e-01 -0.8764833907
## [325,] 0.313333278 -0.956555961 -1.361961413 -5.088605e-01 0.2359199683
## [326,] 0.071976094 -0.756157055 0.488312644 -1.760350e+00 0.4519423264
## [327,] -0.717241570 -1.240129288 0.344750531 2.544177e-01 -0.0392803776
## [328,] -0.117526758 2.269149668 0.400521396 -1.031587e+00 0.8287278652
## [329,] -0.909867303 -1.263066127 -1.986084807 -6.794944e-01 0.0814135110
## [330,] 0.115938101 0.431391042 -0.849656509 -5.473894e-01 -1.0356498137
## [331,] -0.358239572 1.366783078 1.453772078 2.926422e+00 -0.3334771188
## [332,] 1.271641045 -0.791474973 -0.680385100 -3.887751e-01 -0.2109781663
## [333,] 0.910785738 0.099438426 2.143161307 -1.175892e+00 1.1834243662
## [334,] 1.110533507 2.859114615 -0.462023202 -2.259910e-01 -0.8060157577
## [335,] 1.574593043 -1.040079880 -0.119417443 -3.630842e-01 -0.2192364823
## [336,] -2.420691208 -1.728094564 -0.407888666 -1.579658e+00 0.5895848117
## [337,] 1.686609351 -0.379207645 2.530086197 1.185900e+00 0.3077690043
## [338,] 0.737185230 1.463346180 -0.271948654 5.103956e-02 0.5640752215
## [339,] -1.926239282 0.487449292 0.702735685 5.841085e-01 -0.5841142822
## [340,] -0.700773250 1.969407386 -0.013225332 -6.637905e-01 1.6391431454
## [341,] 0.630943021 -0.856509058 0.513348694 -3.843561e-01 0.6129950986
## [342,] 0.487164176 -0.441130609 0.030141235 7.765533e-01 -0.0354638107
## [343,] 1.774315459 -1.859973090 -2.356935954 1.457726e+00 -1.5078043152
## [344,] 0.493016612 0.990690267 -0.746480045 -1.846983e-01 1.0310698849
## [345,] 0.287235221 2.407126290 -0.453830806 8.383394e-01 -0.1084603435
## [346,] -1.643388485 1.349869954 -0.970643729 -1.287216e-01 -0.7315653233
## [347,] 0.575141426 -1.215430227 1.264811240 -9.507524e-03 0.3760898261
## [348,] 3.137070804 -0.557793231 1.868142045 -8.013870e-01 -0.5352866497
## [349,] 1.361522930 -0.471522816 0.054692013 -3.484581e-01 -0.5857971640
## [350,] 0.748013556 -0.286512182 -3.033085405 1.624940e+00 -1.6432306019
## [351,] 0.692279683 0.306580511 -1.454774833 4.684001e-02 0.8918733933
## [352,] 0.666096876 0.777624061 -0.375973792 -5.417142e-01 1.2588427910
## [353,] 0.458281917 0.392710750 -1.902465560 5.523119e-01 -0.6478662826
## [354,] 1.336715768 -0.945405690 0.077356742 5.769339e-01 0.1734857585
## [355,] 0.635237934 -0.446722083 -1.077973630 8.075753e-01 1.1768035166
## [356,] -0.258032259 2.843585544 0.127387453 -5.291021e-01 0.8450854891
## [357,] -0.839492972 -1.729190136 1.111748394 8.166378e-01 -0.4520965422
## [358,] 0.163249487 1.408289571 1.453671298 5.450114e-01 -2.2049586487
## [359,] -0.798134144 1.726695111 -1.193970659 6.257599e-01 -2.1303565904
## [360,] -2.524435944 -1.147070115 1.476485442 -4.556283e-01 0.9614748170
## [361,] -2.029518330 -0.521805072 1.818729107 -1.314732e+00 -0.3213766534
## [362,] 0.191517276 2.711059194 0.531373332 -7.467902e-01 0.8188692373
## [363,] -1.511755321 1.951808647 -2.166639207 4.693961e-01 -0.1522931044
## [364,] -0.593332880 2.529884779 0.173819039 2.751326e-01 1.2759554632
## [365,] -1.386884055 -0.517174849 0.534684199 -1.167466e+00 -0.2444436666
## [366,] 0.205594593 -0.428161543 -0.086268747 3.311801e-01 -0.8717868197
## [367,] 1.101341339 0.895888389 0.068487074 -1.028046e-01 0.5192438253
## [368,] 1.900665135 -1.011302657 -0.176700659 -3.235148e-01 0.1956488844
## [369,] 0.967916311 -0.555663164 -1.103306193 4.824550e-02 -0.0958638147
## [370,] -1.135235052 0.288566596 -0.929976850 -8.129542e-01 0.5566249367
## [371,] -4.648002656 -2.282932583 2.955591708 2.437275e+00 -0.0173267590
## [372,] 1.186082167 -1.513286205 3.140273899 2.784063e+00 -0.1474372237
## [373,] 0.634991105 -1.648974218 -0.603369088 5.409017e-01 0.1773575914
## [374,] 0.055789479 -1.334243826 -0.675656572 -5.233813e-01 -0.7168785511
## [375,] -0.973654993 -1.576489543 0.613646815 5.711499e-01 -0.6274261777
## [376,] -3.206383712 1.856086239 0.173911480 -3.599531e-01 -2.0573943794
## [377,] 1.044838639 -1.016120639 -0.568292026 -3.404504e-01 0.4077504018
## [378,] 0.119158281 -1.778056584 -0.754801315 4.487188e-01 -0.4509911609
## [379,] -0.402564036 0.687262620 -0.639271550 -7.147871e-01 1.9089978659
## [380,] -1.696757087 -1.158699627 -1.340284327 1.887639e+00 0.6667159766
## [381,] -0.104980492 -1.352203815 0.045116982 9.461941e-01 0.1257356922
## [382,] 1.692786069 -0.984107582 -0.271941796 -3.916348e-01 0.1216554470
## [383,] 0.579857039 -1.350696666 1.419716187 7.922956e-01 0.2233796040
## [384,] 0.652507835 -1.278896429 1.037005020 2.265525e+00 0.1138718623
## [385,] 0.616459264 -0.852241580 0.055358182 -9.344048e-01 0.0185794224
## [386,] 1.662139216 -0.698699296 0.463266649 -8.087237e-01 0.1162862608
## [387,] -0.207895276 0.240491756 -0.327674297 8.522687e-01 -0.1085301035
## [388,] -1.318668289 1.352570639 -2.315235162 2.311673e-01 -0.3578568289
## [389,] -1.894252503 1.205333207 0.627154039 -7.373947e-01 -0.6294147869
## [390,] -0.041735798 -0.774344560 0.303165706 1.409144e+00 -0.0745337455
## [391,] -0.374054276 -0.601182364 0.023833711 -1.626389e-01 -0.6556925994
## [392,] -0.432297524 0.659277966 -0.303770642 -6.057218e-01 1.9304960443
## [393,] -0.256785233 -1.597485988 1.570867781 -1.583172e+00 -0.5292724525
## [394,] 0.719634581 0.518455453 0.462403785 -3.509417e-02 -0.1606727510
## [395,] -0.044803814 0.662924729 0.746125034 5.793959e-01 1.7080205042
## [396,] -1.167091086 -1.689791031 2.541710050 2.021447e+00 -0.1855921969
## [397,] 0.013387604 -0.542350583 0.892603002 1.355030e+00 -1.1005900474
## [398,] 0.127002231 -1.404549003 -0.812915143 -6.867130e-01 0.3612832915
## [399,] 2.192048710 -0.015962718 -0.179007371 3.350999e-01 0.1322339148
## [400,] -0.697510988 -0.179079675 0.156730038 -1.273312e+00 1.1928067585
## [401,] 1.566070733 0.435055238 -0.586627727 -2.859021e-01 0.2908882489
## [402,] 1.080430832 2.357650047 0.601767686 -7.107521e-01 0.0931905557
## [403,] -1.152123507 0.106359287 -0.846212291 -5.330542e-01 -0.3278314116
## [404,] 0.516457397 1.134392498 -1.483721172 5.637864e-01 -1.3125345106
## [405,] 0.431725895 1.534373794 0.466535186 -1.183873e+00 1.1410335677
## [406,] -0.697460967 -1.467410642 0.252694741 -2.172595e-01 -0.2642453876
## [407,] 0.920909399 1.371958732 0.004105305 9.501524e-02 0.5569296088
## [408,] 2.219024655 -0.507926201 0.226025952 -1.280704e-01 0.7037743410
## [409,] -0.652695777 1.910930896 2.291776775 1.147496e+00 1.4856323612
## [410,] -3.864766524 -2.406932115 1.613663321 -1.547581e+00 -0.7789205895
## [411,] -0.735651076 -0.133668438 -1.310631404 1.139327e+00 -0.3092956765
## [412,] -0.505179703 -1.414922185 -0.148977468 -1.091607e-01 -0.0839472353
## [413,] -2.277964828 -1.740754787 0.798618193 5.250927e-01 0.8651598538
## [414,] 0.490728947 -0.816321099 0.027722138 -9.296582e-01 0.6684123922
## [415,] -0.616420707 -1.863946589 0.439689468 -4.651435e-01 0.1530408692
## [416,] -2.565650274 -1.402835728 0.798108742 -2.384402e+00 -0.2900836789
## [417,] 0.666288457 -1.239296520 0.414611954 1.941484e+00 0.4362607068
## [418,] -1.048032618 0.295452494 -0.590387532 2.920937e-01 0.6270018444
## [419,] 2.233806155 -0.325863673 0.351873418 8.524519e-01 0.3684824492
## [420,] 0.276655504 -0.517808273 0.132434334 -9.303102e-01 -0.4361598913
## [421,] -1.793967819 -1.519735997 -1.191947555 -7.961623e-02 0.3040685268
## [422,] 0.982652059 -1.023024656 -0.015919407 4.075936e-01 -0.1080301891
## [423,] -0.528446055 -2.119964808 -0.946828126 2.433362e-01 -0.1937828553
## [424,] 0.814664490 -0.874466693 -0.282913825 5.115197e-02 0.3404779976
## [425,] -2.209215477 0.448337856 -0.037286462 -4.216159e-01 -0.3985944045
## [426,] -2.280163648 -0.463843351 0.461999516 -1.826002e+00 -0.0026124741
## [427,] 4.778942564 -0.825153773 2.739426144 -5.691896e-01 -1.1810706402
## [428,] -1.258152630 -0.360522476 0.929322047 -1.443597e+00 0.5720776009
## [429,] -1.656092441 -1.459166956 -1.343272935 -7.938157e-01 0.4710058832
## [430,] -0.455960443 -0.266239418 -0.886308278 -5.185116e-01 -0.2762722209
## [431,] 3.523232421 -0.780792580 1.579608987 -8.179736e-01 -0.7124056625
## [432,] 0.385272268 0.049450609 -0.309130219 5.877369e-01 -0.2066633932
## [433,] 1.116329535 -1.023881378 -0.547020461 5.576889e-01 0.2997040787
## [434,] 1.292400648 0.400821446 0.049553500 -8.989657e-01 1.2165264945
## [435,] 0.994685857 -0.249354512 0.775576441 2.173643e+00 0.5304720199
## [436,] 1.744924956 -0.882408521 1.440129898 -9.791623e-01 0.8105178386
## [437,] -1.138254166 2.030506576 -1.107117391 -2.179691e-01 -0.7248650657
## [438,] 0.631980095 0.766822707 0.300308265 -2.332714e-01 1.1537061441
## [439,] 2.101536761 -0.683692131 -0.384088394 -5.196399e-01 0.0310947151
## [440,] 0.158499838 0.810832862 -0.563057234 1.136473e+00 0.9490820715
## [441,] -1.394407295 0.498900665 -0.357846681 -6.295829e-01 2.2196698017
## [442,] 0.795409378 -1.152415541 -0.633876477 5.189747e-01 -0.2103165918
## [443,] 0.090917364 -0.678375630 -0.325980464 -7.248245e-01 -0.4466806040
## [444,] 0.545998192 1.099917931 0.541841495 1.662585e+00 0.2379244924
## [445,] 0.971750606 0.182079420 -0.002619497 -1.199603e-02 0.2255033179
## [446,] -4.691359988 -2.515403612 1.045328564 4.525500e+00 2.1161636982
## [447,] 0.903711979 -0.648049595 0.240714646 6.049620e-01 0.3375033224
## [448,] -0.478839655 -1.638200902 -1.432984764 -8.206402e-02 -0.2745146810
## [449,] 0.120940759 -1.754073669 -0.478383582 2.327810e-01 -0.0762610724
## [450,] 0.559983193 -0.840740502 -0.367013882 -5.458414e-01 0.6925263371
## [451,] 1.669547851 -1.019063491 0.095235304 6.631933e-02 -0.3394995973
## [452,] 1.052455850 -0.170933880 0.415140273 7.949517e-02 1.3562259470
## [453,] -0.513186287 -1.875327147 -0.716857369 -3.100450e-01 -0.3569048474
## [454,] 2.009963471 1.680359325 3.251749976 1.029786e+00 -0.6977642607
## [455,] 0.108622342 -1.364163973 -0.209814040 1.669031e-01 -0.3225539177
## [456,] -0.839812786 2.319508726 0.191733130 -8.108944e-01 -0.9003565736
## [457,] 0.726836154 1.539063981 1.416405272 5.826178e-01 0.8602086134
## [458,] 0.579449460 -0.558022733 -0.739390008 1.706470e-01 -0.9031587407
## [459,] -3.248112347 1.130472529 0.558884360 9.127709e-01 -1.3278196880
## [460,] -1.162795283 3.412603769 0.362517065 2.794749e-01 -1.4188876325
## [461,] -0.010040472 1.778328724 0.745017471 8.891144e-01 -1.0669116814
## [462,] 2.473293829 -0.470421737 -0.101328558 4.819271e-01 0.1414941949
## [463,] -0.495809257 0.323086507 -0.917328603 1.478930e+00 -1.6207994821
## [464,] 0.598449682 0.419109892 -1.160090787 1.889369e-01 -0.7946206497
## [465,] 0.163966466 1.867796725 0.254207600 1.833356e+00 0.3383258753
## [466,] 1.271409865 -1.191295213 0.972376847 -4.571967e-01 0.2998106716
## [467,] 2.092391029 -1.245511899 -0.313863012 -4.766183e-02 -0.0805303112
## [468,] -0.208777128 -1.765529344 -0.470757294 4.759997e-01 -0.1487160913
## [469,] 2.275406328 1.054867263 1.699675772 -6.072582e-01 -1.1147739415
## [470,] -2.230577806 -0.458907285 -0.456774887 -1.677904e-01 0.0692379869
## [471,] -1.206500668 -0.929998639 -0.814734806 3.372177e-01 0.9985082172
## [472,] 0.118272399 -1.268603257 -0.789475319 -8.286861e-01 0.5330048637
## [473,] 0.323554905 -1.280170963 -0.919019513 -3.767698e-01 0.7511367056
## [474,] 0.224499183 2.445366266 -0.435531006 -4.333101e-01 0.6796757913
## [475,] 1.656635502 0.221674358 -0.256827210 -6.777177e-01 0.5208456414
## [476,] -0.173481253 1.098886697 -0.425613628 -4.770255e-01 0.5953510400
## [477,] -1.252914348 -1.392967337 -0.359312729 4.965239e-01 -0.6890205303
## [478,] 0.331936503 0.580635760 0.191027779 -1.538978e-03 -0.6562238982
## [479,] -0.270188425 0.949594387 -0.439700120 -6.810509e-01 -1.3099377051
## [480,] -0.672983124 1.845164342 -0.389990226 1.993212e-01 -0.0773169458
## [481,] -1.764686172 -0.580463622 0.788830829 -1.505275e+00 -0.3109340345
## [482,] -0.271389503 -0.819152682 -1.489158072 -4.780309e-01 0.6733175210
## [483,] 1.181916318 -0.398775916 -0.388448495 4.489073e-02 -0.8315281435
## [484,] -0.087078580 -1.603887011 -1.568341104 -3.213712e-01 -0.0248518181
## [485,] 1.211772067 -0.934725464 1.984509359 6.398327e-02 1.0617629586
## [486,] -1.588512172 -2.008583834 -0.242507149 -9.941117e-01 -0.0608145682
## [487,] -2.402279588 -2.548107762 0.942847015 -1.337675e+00 -0.8687693624
## [488,] -3.484366324 -0.083409809 1.292663010 7.171747e-01 1.0295610441
## [489,] 1.208140750 0.053706765 -0.554260795 6.452693e-05 -0.1646958013
## [490,] -0.687638546 3.662397546 1.415098838 -2.366786e-01 1.0583230759
## [491,] 0.210582223 -1.302779905 -0.659710465 8.549438e-01 -0.2514635664
## [492,] 0.027143626 0.185673681 -1.660145346 2.951267e-01 0.0020363715
## [493,] 0.328317344 -0.194758678 -1.249756733 -2.571598e-01 -0.7438199372
## [494,] -0.732071533 0.431607010 1.291760109 1.561528e+00 0.0381397968
## [495,] 4.954207224 -0.500797401 2.396478341 -5.447926e-01 -1.8104769565
## [496,] 0.034342584 3.132376363 0.826795788 -5.719838e-01 0.7666043566
## [497,] 1.522924586 0.706722226 -0.041387272 -1.573379e-01 0.3002639213
## [498,] 0.859852433 -0.829615941 -0.453032432 5.933095e-01 -0.0486781482
## [499,] -1.356745573 1.916865034 1.104085723 -1.719667e+00 -0.4620220507
## [500,] -1.566035788 0.324681924 1.141084691 2.709521e-01 -0.4369924550
## [501,] 0.530413552 -0.597136985 -0.604992268 -4.315227e-01 0.4692835169
## [502,] 0.374209706 -0.654903762 -1.561103867 2.125110e-01 -0.3382915334
## [503,] 0.421056806 -0.315267658 -2.223551085 2.604873e+00 -2.2265744371
## [504,] -0.237644959 0.564584618 0.004127672 1.139434e+00 -0.9920650423
## [505,] -0.262028308 -0.035608287 -1.621494798 9.514081e-02 -0.3944805703
## [506,] 0.972782353 1.869687332 -1.282137684 4.706420e-01 -0.5291353849
## [507,] -1.316926456 -0.199966696 -0.151751590 -1.152985e+00 1.6323319979
## [508,] -0.021759042 -1.469458395 0.988239170 -2.097510e-02 0.1176140534
## [509,] 0.717888801 -1.558808104 0.591393212 1.547914e+00 -0.4232951975
## [510,] 0.488890860 3.148701104 0.233069190 3.104030e-01 -0.1136664423
## [511,] 0.161065507 1.986732458 -1.082531358 5.590846e-01 -1.9753268537
## [512,] 0.651663185 -1.277952704 0.939001372 -1.553269e+00 0.1028638959
## [513,] 1.310894262 2.842689786 -0.193500245 1.045120e-01 -0.8927280820
## [514,] 1.852346259 -0.507008918 0.051968609 5.404211e-01 0.5452749155
## [515,] 1.382963099 -0.681788633 -0.039557814 -7.088107e-01 -0.6620450715
## [516,] -0.250013044 -0.109710443 0.424102450 -1.180069e+00 0.7126318459
## [517,] -2.017094436 1.707701024 0.453565335 5.073527e-01 -0.8539443730
## [518,] -0.100863787 2.267026881 -0.709969090 -1.080549e-02 0.7234518333
## [519,] 1.301260114 2.390067864 -0.736878358 2.721206e-01 -1.3846963231
## [520,] -0.956711194 1.898513952 1.337183887 -4.155082e-01 -0.7659592453
## [521,] 1.212287069 -1.053446106 -1.107055855 -1.177645e-01 -1.0559419677
## [522,] -0.552724967 -0.733196253 -0.611627455 -6.062744e-01 -0.1374092504
## [523,] 4.342247728 0.418479802 2.927625932 -8.409589e-01 -1.7697686161
## [524,] 0.070723009 2.093378302 0.370739008 7.437457e-01 0.3153951134
## [525,] 1.495918118 0.004539621 -0.017200141 -7.768507e-01 0.8165218044
## [526,] 1.802592467 -0.698640601 -0.083171070 4.047307e-01 -0.4352207471
## [527,] 1.669165295 -1.058375201 0.160619327 -3.940109e-01 -0.3847881756
## [528,] 0.838799964 -0.348997864 -0.322546261 -1.046658e+00 -0.0046103676
## [529,] -0.204346368 -1.767169275 0.214514392 -3.784755e-01 -0.1386349051
## [530,] 1.519854189 -0.262316678 0.627454127 6.240838e-01 1.0485700286
## [531,] 0.311881678 -1.065270717 0.738787899 3.637003e-01 0.2436523338
## [532,] 0.274496030 -0.823623541 -0.696288429 8.703740e-01 1.9158513238
## [533,] -1.042091201 -1.850312757 -0.798094619 1.641671e+00 -0.5783956931
## [534,] 2.577782987 0.060591035 1.663178295 4.679862e-01 -1.0818317716
## [535,] 0.165075090 -1.801362643 0.420203420 2.457212e+00 -0.2688647506
## [536,] 2.269486814 -0.457223879 1.817336317 -6.264575e-01 -0.0995994868
## [537,] 0.967599699 0.840644483 -0.890853715 -2.678788e-01 1.2383995800
## [538,] 1.775531578 1.305482028 0.436992895 1.679448e+00 -0.2243184272
## [539,] -1.422274737 -1.884702894 0.108998864 3.090458e-01 0.2745006529
## [540,] -2.198867275 -0.947956441 -0.277440343 1.053704e+00 -0.1389912172
## [541,] -1.782921503 0.316166981 -0.382589566 5.990377e-01 -1.5949522741
## [542,] -0.629294171 -0.778395069 0.324864352 -2.666792e-01 -0.0973336601
## [543,] -1.003538410 2.036235245 -0.845867822 1.899762e+00 -1.1508432297
## [544,] 0.044943260 -0.390217179 -2.031227742 -1.772092e-01 -0.0051057720
## [545,] 0.286692851 -0.948267088 -1.020849272 1.107254e-01 -0.1738977625
## [546,] -2.461415292 0.852380033 0.412428666 -1.153031e+00 -0.1343880358
## [547,] -3.100545366 0.904491095 1.376185752 4.537701e-01 0.7297817312
## [548,] -0.168264564 -0.301259880 -0.069295622 -1.196860e+00 -0.1953943328
## [549,] -1.453969196 0.338423280 -0.187855477 -7.059535e-01 0.4231464452
## [550,] -1.624167813 0.908850356 -0.067838632 5.062378e-02 1.5127423698
## [551,] 0.935593106 -0.989613371 -0.647444757 -5.229465e-01 0.2267130328
## [552,] 0.193318156 -1.091762225 -0.463271983 6.353203e-01 -0.6891781972
## [553,] 0.391027250 2.987979149 -0.451152311 -9.148844e-03 0.2633068685
## [554,] 1.017786717 -1.237321546 -0.464677246 2.425188e-01 -0.1868164296
## [555,] 0.263851366 -1.217624845 -0.581436478 2.821069e-01 -0.1983675761
## [556,] -0.466283478 0.423834172 0.133365682 -1.145642e+00 -1.5289038440
## [557,] 0.061993821 -1.009996205 -1.519515975 -9.158210e-02 -0.1523391798
## [558,] 0.730041831 2.786162254 -0.249732618 -1.897700e-02 -0.2099193329
## [559,] -0.946963409 1.329269669 -1.830485174 -3.749513e-02 -1.3948346419
## [560,] 1.164246427 1.893368055 -0.742291742 3.981498e-01 -0.7214878148
## [561,] 0.440018171 2.270193257 -0.475080125 -5.318302e-01 0.4790724797
## [562,] -2.262666499 -1.355386334 1.204558009 -1.531155e+00 1.0379966895
## [563,] 0.077131183 -1.503766207 -1.072351800 2.017275e-01 -0.2745103890
## [564,] 0.788443605 0.252653505 0.129270552 3.978824e-01 -0.7960559828
## [565,] 1.155178949 -0.517894308 -0.540969660 8.007947e-01 1.2773551592
## [566,] 1.120431518 -1.110868830 0.726992349 7.857508e-01 -0.1829081276
## [567,] 0.172411588 -1.363986185 -1.170889287 2.474973e-01 0.3322053028
## [568,] 0.015502356 0.631609197 -0.694993323 -6.126939e-01 -1.5938897726
## [569,] -0.788757563 0.214898073 0.293512266 -8.455229e-01 0.0065147421
## [570,] -0.288130138 -1.032042246 -0.248658692 -1.000877e+00 -0.0751577603
## [571,] 1.449198303 0.598907140 -0.826786869 2.485893e-01 0.2668740274
## [572,] 1.236652862 0.130391487 -0.444589192 -5.391227e-01 1.4555918448
## [573,] 0.573417417 -0.993959391 -0.107047785 1.600021e-02 -0.4161627617
## [574,] 0.724680027 -1.077094568 -0.460106733 -6.502386e-01 -0.1482643167
## [575,] -1.745147456 -1.632878918 1.027799580 -5.380294e-02 0.1539095324
## [576,] 0.026878093 -1.673426780 -0.230056114 -5.115992e-01 -0.6903436365
## [577,] 0.518551358 0.042462951 1.476236896 8.029322e-01 -1.2020060384
## [578,] 0.171004348 -0.503464371 -0.553622203 7.738508e-01 1.8151020920
## [579,] 0.929610735 2.034141983 0.206845000 -4.035930e-01 -0.1106496689
## [580,] -3.467786295 0.083395624 -0.111380116 -1.229096e-01 -0.9168240045
## [581,] -1.303902774 -1.409658986 -1.409187463 -3.685822e-01 1.1992082775
## [582,] 1.079549763 0.125803866 -0.326592253 -3.209664e-01 -0.8520827242
## [583,] -0.074371980 3.435768181 -0.298873911 5.468692e-02 -1.1710564975
## [584,] 0.535974295 1.765147126 -1.060193208 -3.347933e-02 0.1259827063
## [585,] -2.686781892 0.563337321 1.859248006 -8.587398e-01 -2.2985875191
## [586,] 2.037540613 -0.857000339 0.166333832 1.956066e-01 0.0843142846
## [587,] 0.477795761 1.922557027 -0.065965716 -7.915834e-01 0.4489100257
## [588,] 1.757475645 0.810680430 -0.076977171 -1.764703e-01 -0.0377186938
## [589,] -2.373300076 0.733079464 1.420541227 9.545744e-01 0.8965006125
## [590,] 3.757374807 -1.241336384 1.576086877 5.633937e-02 -0.7786252982
## [591,] -2.080395588 1.381081274 -1.119763889 1.940284e+00 -0.7267453474
## [592,] -1.051886778 -1.506303153 -1.419429534 -7.711730e-01 -0.5844886537
## [593,] 0.298394165 1.178727275 -0.195781556 -3.004010e-02 1.2861960389
## [594,] 0.030148883 -1.648656873 1.704167959 3.308797e+00 -0.3392612158
## [595,] -1.721527706 -0.493960219 0.289202593 3.080640e-01 -1.2857505404
## [596,] -1.117947276 -0.953402182 1.247500858 -7.777073e-01 1.8038304130
## [597,] 0.797657754 0.300859909 -1.784182136 2.714563e-01 0.9500818174
## [598,] 1.964001442 -1.576629045 0.882948583 4.840674e-01 -0.6052844243
## [599,] 0.202067531 0.760781260 0.018942269 -1.423853e+00 2.0841160335
## [600,] 1.436056975 -1.140641368 1.129772299 -4.033787e-01 -0.5841539952
## [601,] 0.753902839 -0.584915970 -0.839197512 1.181532e-01 0.7236172945
## [602,] 3.170503939 0.122188486 1.590523416 -4.374432e-01 -1.2893901689
## [603,] 0.452734833 -0.566421565 -0.856965584 -7.979715e-01 0.0581072954
## [604,] -1.764465692 1.495517312 0.449928788 3.144432e-01 -0.2783317338
## [605,] 1.755031093 0.597166064 2.735777962 -1.449776e+00 0.3463716599
## [606,] 0.178242874 -1.346091304 -0.293539094 1.936518e-01 0.4334982489
## [607,] -3.104311999 -1.985638103 1.536102104 5.656525e-01 0.7765793431
## [608,] 1.465836303 -1.013220056 0.138777566 2.957393e-01 -0.4809180989
## [609,] -1.985304161 -1.564932324 -0.340349341 -1.468863e+00 0.3619358603
## [610,] 1.087535352 -1.003337430 0.338501792 -1.248310e+00 -0.2225642152
## [611,] 0.553451090 -0.960696393 0.180620185 -6.279089e-01 -0.6177515212
## [612,] -1.082977205 -0.154979484 1.533949555 -7.395795e-01 0.3644156695
## [613,] -3.280092061 0.181434109 0.709680721 -2.707518e-01 -0.5701704695
## [614,] -0.232763386 -0.123156766 -0.425386225 1.525694e+00 -0.1089796608
## [615,] -1.554205085 1.947468815 0.223318485 1.308376e-01 -1.0308958607
## [616,] 1.705339648 0.246079875 -0.323970800 -3.764761e-01 0.5827104157
## [617,] 0.833460707 1.202223044 -1.017895329 -4.622357e-01 0.7735235995
## [618,] 2.334839033 -0.691664254 -0.448031356 9.941028e-02 -0.5703524710
## [619,] -0.847689262 1.718547440 0.548798031 2.637855e+00 -0.4891503771
## [620,] 2.725092938 -1.114373431 1.461466290 -9.602978e-01 0.1918108389
## [621,] -1.123627218 -1.109612384 -1.298810081 -6.317475e-01 -0.3081027366
## [622,] 0.146860525 -0.860599497 1.095589390 3.582586e+00 0.4542604184
## [623,] -1.951990537 1.698646999 1.248858036 2.151574e+00 2.4229964889
## [624,] -0.202039914 -1.773871911 -1.166628252 -1.509014e-01 0.3001366187
## [625,] 1.722099087 -0.357853382 -0.401433420 -5.744524e-01 0.8160985811
## [626,] -0.775760819 -0.712307112 -1.877889329 3.270899e-01 -0.7010199207
## [627,] 1.825393322 -0.519329451 0.087200322 -7.464897e-01 1.2355675720
## [628,] 0.959224477 -0.553718453 -0.195934806 -2.831702e-01 1.8220078512
## [629,] 0.453758515 1.654656381 -0.602187773 -5.733193e-01 0.8493966854
## [630,] 1.550656489 -0.448138854 -0.702637334 -3.609150e-01 -0.5257854675
## [631,] 0.964938610 1.073978107 0.656655281 9.692613e-01 0.1754330638
## [632,] -0.158831788 -1.556733089 -1.247840394 -4.394068e-01 -0.1262828318
## [633,] 1.838521768 -0.283239845 0.218936085 -1.776596e-01 0.6926601921
## [634,] 0.227481489 -0.895324280 -0.219803830 -1.439069e+00 0.3522917979
## [635,] 1.756229038 1.532945020 -0.310684083 -1.364761e-01 -0.8273709586
## [636,] 0.643287562 2.413658949 -0.232226686 6.407993e-01 -0.6934365986
## [637,] 1.135022962 1.696284882 -0.490266660 -2.858241e-01 0.1867957770
## [638,] 0.445048493 -0.923850096 -0.395639237 7.327349e-01 0.2507031214
## [639,] -1.128747306 -0.098113823 -0.585710592 1.448306e+00 -0.6193827872
## [640,] 1.705304983 -0.315023763 -0.284013433 -6.365728e-01 0.0733131146
## [641,] 0.144202179 -0.978210793 -0.227303000 6.161028e-01 0.6378840252
## [642,] 0.918812691 0.220521000 -0.234362901 -3.553023e-01 1.0641272534
## [643,] 0.362433524 2.250925898 -0.017481362 -7.085282e-01 0.7874087722
## [644,] 2.680463213 -0.314399677 1.881436595 6.947536e-01 -0.8325158881
## [645,] -0.189030918 -0.941048918 0.230419993 5.995318e-01 -0.5891850730
## [646,] -2.317159104 -1.308318333 0.434597961 -2.365327e+00 -0.5109021798
## [647,] -0.177348791 -0.163525391 1.150976197 -9.629115e-01 0.7891304577
## [648,] -1.067618142 -1.698290073 1.034353474 -1.156835e+00 0.6400117428
## [649,] -1.086502690 1.661907128 -0.339098576 -5.998197e-01 -1.4072831888
## [650,] 1.434697841 -1.102893204 -0.488054241 -6.424893e-01 0.0825312110
## [651,] 1.313700636 -1.310219312 -0.080806768 -4.912460e-01 -0.6966998935
## [652,] 0.165130865 -1.067652582 0.115237322 -1.591837e-01 0.1501925215
## [653,] -0.553864402 -0.366262395 -0.802757834 -4.578377e-01 -0.5931748309
## [654,] 1.646243803 -0.129122148 0.661134540 1.282011e-03 0.7448633932
## [655,] 0.192940193 -1.349280263 -0.786132143 -9.100987e-01 -0.1388756403
## [656,] -2.002555461 -1.873286425 1.564062872 -2.494690e+00 -0.9068939951
## [657,] 1.116538676 -1.208031833 -0.180844304 -7.559850e-01 -1.0284101298
## [658,] -2.384397046 -1.169061313 0.273460662 1.505527e+00 -0.2293703020
## [659,] -0.637040015 3.196876503 -1.462854606 -1.597778e-01 0.5306408822
## [660,] -0.647629729 -1.105173302 -0.205473541 2.629692e+00 -0.1237533272
## [661,] -0.016280254 3.308109303 0.189286044 -7.688274e-01 0.4158387484
## [662,] -2.487272281 -1.377121565 1.028614472 1.586258e+00 1.9990154571
## [663,] -2.919355810 1.030982212 -0.895860598 -1.450261e+00 -0.5443810274
## [664,] -2.174343450 0.724175814 -0.213355153 2.548979e-01 -0.9346848426
## [665,] -0.074536367 0.468978288 -0.682710687 -1.322411e-01 -0.9588677157
## [666,] -0.653533539 -1.498631889 -1.153714067 -7.025660e-01 -0.3650016885
## [667,] -0.625526968 2.528007670 -0.297699472 -3.975721e-01 0.4550246776
## [668,] 0.407386866 1.614519921 -0.706062677 -2.893798e-01 -1.2820932000
## [669,] -0.598934000 0.155158601 0.015643323 -2.857359e-02 -1.5805379391
## [670,] -0.990021278 1.680156734 -0.140711362 -1.019203e+00 -0.6999822178
## [671,] -1.574871006 1.056083728 1.079097146 -2.574420e-01 -0.1495073265
## [672,] 1.695306323 -0.923805129 0.249405880 4.739796e-01 0.3871785416
## [673,] -0.502272520 1.912996440 -2.262704404 6.593622e-01 -1.0805335204
## [674,] -3.166539758 -1.561150169 -1.267945266 7.215277e-01 0.8136397761
## [675,] -0.049326075 3.038618566 -0.530211201 1.232931e+00 -0.1012470858
## [676,] 0.075468416 1.341364154 0.971949023 -1.072546e+00 1.5938390212
## [677,] 0.202273330 3.084913758 0.239489006 -6.161232e-01 0.4368764417
## [678,] 1.646076203 -0.715169406 -0.546194538 -1.251901e-01 0.9571561572
## [679,] 1.407234083 -0.068967834 -0.136675242 -7.680163e-01 0.7798569910
## [680,] 0.422928592 -1.361336443 1.094992492 -1.529236e-01 -0.7709865168
## [681,] 1.787710971 -1.324321012 -0.690014858 3.889774e-01 -1.2280021862
## [682,] -1.411434740 -1.104305091 -1.033280785 -5.082997e-01 1.6201345386
## [683,] -0.491258901 -2.021707301 -1.213252296 -6.062326e-02 -0.0909222857
## [684,] 0.643531068 0.397276516 -0.139304473 3.023837e-01 1.1819492043
## [685,] 1.492335504 3.244013425 1.849669846 4.891956e-01 -0.1549106414
## [686,] -0.771349598 -1.114879973 0.322375099 -2.416409e-01 0.0760122841
## [687,] 1.710641820 0.032011404 0.480424877 -4.825350e-01 0.7956547443
## [688,] 1.498853648 -0.622213805 -0.111943247 -4.917203e-01 -0.0219359561
## [689,] -0.412356524 -1.253150973 1.128935428 1.935243e-01 0.2648937075
## [690,] -2.407488289 -0.457947513 -0.838979959 -7.378372e-01 0.1616535449
## [691,] 0.774523606 1.354276800 0.398307264 1.420964e+00 0.1581995414
## [692,] -1.369204861 3.357722950 -1.346914298 -3.321156e-01 1.0312973069
## [693,] -0.894261844 -1.371693946 0.007274084 9.665692e-01 0.3539503191
## [694,] -1.665246899 0.342665357 -0.434279531 -7.900050e-02 -1.2459795585
## [695,] 2.341942451 -0.201429212 -0.150409982 -3.008128e-01 0.2261079669
## [696,] -2.166713631 0.588480317 0.522171848 -2.154899e+00 -1.3603493480
## [697,] -0.454311389 0.076698136 0.542006262 -1.296130e+00 0.6946494646
## [698,] 3.337369722 -1.275278364 1.642042110 -4.880249e-01 -0.2784622382
## [699,] -0.611821287 -0.080279812 -0.055902568 3.278001e-02 0.6274197642
## [700,] -0.067477321 -0.080406609 -0.050307729 1.364891e+00 1.4445920376
## [701,] -0.814586154 -1.085924563 -0.123637685 -3.770907e-01 0.0306371213
## [702,] -0.374933435 1.296048341 -0.159211828 5.924765e-01 -0.4272018112
## [703,] -1.596261741 0.723914711 0.366736052 8.771368e-01 1.4690186301
## [704,] 1.756862945 0.051422289 1.641959104 -4.842986e-01 0.1522315218
## [705,] 0.538391830 -0.152238558 -0.621484446 -8.538342e-01 -0.2937026304
## [706,] -0.025569357 -0.155388098 -2.149221582 1.588342e-01 -0.7559013209
## [707,] 4.051332060 1.313355359 3.046454539 -5.524353e-01 -2.3309083294
## [708,] -0.258175270 -1.591406119 0.905208968 -1.758202e+00 -0.7496648977
## [709,] -0.004186573 2.558060110 0.052318031 -9.407587e-01 0.7196288861
## [710,] -0.447583358 -1.630357624 -0.273291045 5.650160e-01 -0.4637625050
## [711,] -0.935358746 -0.919441933 1.443403878 -1.961405e+00 -0.1238944613
## [712,] -0.182060365 0.706517388 -0.330936784 1.216385e-01 -0.1130611408
## [713,] -0.909927483 1.057699412 -0.604762023 3.172379e-01 -0.8632999843
## [714,] 0.034140870 -1.690348050 1.160667271 -1.346324e+00 -0.1828998077
## [715,] 1.491271323 0.491463707 -0.688110930 -4.810501e-01 0.5995195897
## [716,] -2.511118742 -0.319309244 2.590541204 -8.254163e-01 -0.9436315732
## [717,] -2.152716849 -0.718865865 1.106018678 3.231652e-01 0.4075815563
## [718,] 0.439332340 2.461680170 0.021799472 1.119237e+00 -1.3467408071
## [719,] -0.635427126 -1.913237953 -0.312695825 -3.441667e-01 -0.8371944098
## [720,] -0.201458724 1.156423720 -1.042658451 5.093855e-01 -0.4445731713
## [721,] 0.757407402 0.318773228 -1.306902024 3.670320e-01 -0.1506322074
## [722,] -0.623733935 -1.808533032 -0.480877153 -8.108083e-01 -0.3426077048
## [723,] -0.520850597 -0.095746102 0.483742723 -8.243987e-01 0.1795262419
## [724,] -1.040924271 0.543641895 -1.155203106 -3.825896e-01 -0.2318665593
## [725,] 0.559188908 0.968724865 -0.981955979 -1.214194e-01 1.3891895829
## [726,] -0.609491220 0.075195753 -1.517912902 -8.372119e-02 -0.2475408441
## [727,] -0.724792982 -1.334020247 -0.349709881 -2.258672e-01 0.1376199664
## [728,] -0.029383730 -0.950753491 -0.558894866 -2.110328e-01 1.2649558736
## [729,] 0.750793925 0.326884503 0.503777556 -9.773032e-01 1.9976947495
## [730,] 2.179171015 -0.490952758 -0.287304734 -4.483084e-01 0.3414928178
## [731,] 0.004674951 0.076536250 -0.173470614 -4.958128e-01 0.1535838152
## [732,] 0.974937640 1.020087108 -0.609160017 -2.750314e-01 0.4671460549
## [733,] -2.243237682 -0.998610048 -0.271735092 -2.767036e-01 1.2811192180
## [734,] 0.395662462 -1.388585892 0.309833961 -3.409127e-01 -0.6412649465
## [735,] 1.117140500 1.366901728 0.324907886 6.495121e-01 0.5658378897
## [736,] 0.513343281 -0.516031246 -0.967169431 9.316834e-02 -0.5739822708
## [737,] -0.126238488 -1.314292545 -0.167748558 -2.113109e-01 0.5665964236
## [738,] 0.455728228 0.992750600 -0.960877394 1.438360e+00 -1.2225916257
## [739,] 0.261047845 -1.329743170 -0.088812767 -1.358487e-01 -0.0915743411
## [740,] 0.685407287 0.475302698 -0.850457225 3.242402e-02 1.1722330025
## [741,] -2.278377382 1.395596953 -0.351736852 9.875549e-01 -1.2460934237
## [742,] 0.941627064 -0.850364140 0.385237221 -1.311161e-01 -0.6050201391
## [743,] 0.990532775 -1.152890760 0.045530686 -7.938976e-01 -0.0906299257
## [744,] -0.479590554 2.364821142 0.029166054 8.828244e-01 0.8493673319
## [745,] -2.940084100 1.428945064 0.401940618 1.584368e+00 -0.7117160986
## [746,] -0.883529466 1.843509349 -0.667428858 5.600112e-01 -1.8372022928
## [747,] -1.732518549 -0.883948037 -1.816848533 -2.417774e-01 1.3911791545
## [748,] -1.279256758 -1.526869053 -0.928343179 2.228727e+00 0.0421440959
## [749,] -1.538174530 0.040070555 1.007229825 -1.329165e+00 0.7847888768
## [750,] 0.810881974 2.228148887 0.938698111 -9.856666e-01 0.5342055596
## [751,] 0.313915576 -0.125621561 1.161435074 1.722043e+00 1.4176893023
## [752,] -0.686663174 -1.076485436 -1.156380038 -4.968229e-01 0.2041032783
## [753,] 1.214175365 -0.451475716 -0.376678469 -3.440475e-01 -0.2607429631
## [754,] -3.536839474 -2.030174014 0.387173126 -2.643623e+00 0.0669143554
## [755,] -0.943422396 1.557927855 -0.162869644 -2.251575e-02 -0.1698955785
## [756,] -1.752981178 -0.808037178 -0.012366183 1.374616e+00 0.4911692938
## [757,] -1.001203786 0.923553213 -0.961882735 5.476746e-02 -0.3245118684
## [758,] 0.546171231 0.975959235 -0.318807144 -3.121721e-01 1.3774254197
## [759,] 1.061503814 -0.267265946 -0.983341993 -3.644062e-01 1.3142064035
## [760,] -1.084444104 3.329631982 0.237571060 -8.282877e-01 1.6980571909
## [761,] 0.926482778 -1.240093311 0.042700341 1.193983e+00 -0.2870976806
## [762,] -1.674875045 1.564698200 -0.404536488 -2.486830e-01 0.2617922172
## [763,] 2.012865700 1.498685290 -0.214542283 -1.964149e-01 -0.8667989053
## [764,] -1.561067382 1.921897914 -0.866842787 -3.906710e-01 -2.5398720121
## [765,] 0.100340070 -0.613781009 -0.763855604 -1.347709e-01 0.4989652391
## [766,] 0.283290637 0.097001817 -0.077141667 -6.871133e-01 -0.5226686533
## [767,] 1.059633773 0.836517204 0.424753643 -2.043597e-01 0.9569693910
## [768,] 0.839344740 -1.151004764 -1.008520943 8.687219e-02 -0.0825969923
## PC6 PC7 PC8
## [1,] 0.3569498928 -0.858262022 0.973669027
## [2,] -0.4060647160 -0.756541009 0.353983856
## [3,] -0.0399914575 1.152239401 1.067832066
## [4,] -0.4122511681 0.029228254 -0.130562776
## [5,] 1.0776386251 -0.549000452 -0.319143547
## [6,] -0.4097269708 0.610266380 -0.038551139
## [7,] 0.4308838429 -0.235591486 -0.075800545
## [8,] 3.1623236733 0.834229106 -0.235098279
## [9,] -1.0888274066 -1.357207514 -0.612851240
## [10,] -3.2331150716 -0.190214370 0.856483255
## [11,] -0.0287980922 0.654132499 -0.688095344
## [12,] 1.0102865580 1.482510794 0.251265467
## [13,] -0.5185188180 0.280844378 -0.125055201
## [14,] -1.6809822220 -1.212701456 -3.074727031
## [15,] -0.7386354093 -0.621549506 0.112038761
## [16,] 2.3859253546 0.167314408 -0.384437923
## [17,] 0.1319143424 -0.607416985 -0.519278300
## [18,] 0.0098392375 0.913971973 -0.287964896
## [19,] 2.1263872496 -1.233983381 -0.202301521
## [20,] -0.0270916097 -0.546535255 -0.016262388
## [21,] -0.4118684056 0.336220298 -0.191067558
## [22,] 0.1317325821 0.083293771 -0.968056294
## [23,] 0.5550938734 0.731664599 0.329596904
## [24,] -0.0642522544 0.847134851 1.251723911
## [25,] -0.0807999965 0.282990032 0.160577385
## [26,] 0.2265283363 0.492600840 0.204599840
## [27,] 0.8792228560 0.327215170 -0.366263930
## [28,] -1.0131764429 0.239117447 -0.334572968
## [29,] -0.7572224122 0.293322793 0.456091320
## [30,] -0.3154760671 0.379872819 -0.550538587
## [31,] 0.2821839133 -1.533160139 -0.213805766
## [32,] -0.6612436989 0.320333224 0.353455443
## [33,] -0.2670695422 0.414520551 -0.183144841
## [34,] -1.4991161600 1.010664702 -0.068912366
## [35,] -0.1663986471 0.168043768 0.954592341
## [36,] -0.8235515453 -0.081814924 0.005216571
## [37,] 0.5240576698 1.508174625 0.055340226
## [38,] 0.2046548252 -0.167339781 0.600675325
## [39,] 0.5887907527 -0.448799348 0.485428048
## [40,] -0.2561638845 -1.401872835 -0.455503444
## [41,] 0.5655282277 0.217921112 1.059440201
## [42,] 0.5488053024 0.861238814 -0.505739109
## [43,] -1.2151027100 -0.292932289 0.319815144
## [44,] -0.2280264935 0.391066927 -0.738106996
## [45,] 0.2634623748 0.368120375 0.382642066
## [46,] 0.7787805128 -0.096407885 1.414608398
## [47,] 0.3037710987 -0.037638446 0.085985222
## [48,] -0.4357007637 0.079235295 0.213906605
## [49,] 1.0819190956 0.326925883 0.382566901
## [50,] -0.1382210601 0.480040290 1.133944989
## [51,] -1.6517223740 0.377684100 0.040390725
## [52,] -0.1674887853 -0.258878454 0.109919408
## [53,] -0.4123151714 0.164269346 0.256166668
## [54,] -0.7131011340 -0.441640169 -0.180476090
## [55,] -0.0873643588 0.041582915 -0.245224779
## [56,] -0.1865678559 -0.039204952 -0.141693614
## [57,] 0.4272822081 0.094034205 0.248793831
## [58,] 0.2180122670 -0.857743599 0.204030228
## [59,] -0.0242624258 -0.497897789 -0.732289353
## [60,] 0.7015054567 -0.397596812 -0.127119188
## [61,] -0.4785730147 -0.251762938 0.717305361
## [62,] 0.4694237698 0.652331964 -0.172928299
## [63,] -0.3977560008 0.090002741 -1.137335383
## [64,] -0.3937618051 0.011207112 0.919861150
## [65,] 0.5384832884 0.197077513 -0.521389858
## [66,] -0.1541903765 -0.004706674 0.497135361
## [67,] -0.7504356573 -0.951881450 0.285608221
## [68,] 0.0592904995 -0.957619803 -1.441297800
## [69,] -1.0625669470 -0.083656745 0.157591573
## [70,] -0.6593339092 0.431376474 0.736389011
## [71,] -0.0986363809 0.052716730 -0.379459058
## [72,] -0.1043648635 0.405684743 0.804045308
## [73,] 0.9696034449 1.638286319 -0.623796054
## [74,] -0.6061750193 1.008814166 -0.759049774
## [75,] -0.2346826936 -0.115321778 0.226666429
## [76,] -0.1571177092 -0.454295433 -0.902736621
## [77,] -0.0567773576 0.312563788 -1.237500452
## [78,] 0.6303958288 0.246940025 0.363922994
## [79,] 3.2949444252 -0.630612845 -0.651047474
## [80,] -0.3811422674 -0.001926663 0.717167936
## [81,] 0.2174816959 0.181593676 0.612358389
## [82,] -0.4585605033 -0.383613968 0.563485774
## [83,] -0.5160824462 0.359079903 -0.133166875
## [84,] -0.5030552810 -0.387050507 0.760925582
## [85,] 0.5284406165 0.674219107 -0.894181588
## [86,] -0.4049340672 0.046202348 -0.046531452
## [87,] 1.0380846794 0.149290001 1.272583600
## [88,] 0.5165389640 -0.032521897 -0.305726288
## [89,] 1.0909191072 1.167409614 0.476595633
## [90,] -0.3534872603 -0.143314151 0.442668342
## [91,] -0.6773859032 0.185607808 -0.232312635
## [92,] -0.5650994434 0.293878726 -0.639048223
## [93,] 1.1670350215 -0.335431099 -0.403954399
## [94,] -0.6098930575 -1.355292344 -0.282681542
## [95,] -1.1047894777 0.655670483 0.739405079
## [96,] -0.0443398658 0.047100877 -0.275803601
## [97,] 0.3141738469 -0.201788466 0.369301813
## [98,] -0.5488862835 -0.170016787 -0.153750838
## [99,] 0.4831933543 0.524126970 0.434586605
## [100,] 0.4280143922 -0.489048578 -0.405167625
## [101,] 0.4564044932 0.123643130 -0.175137124
## [102,] -0.0059613708 0.319137343 0.445603498
## [103,] -1.6509866030 0.518773632 0.195266002
## [104,] -0.6775027113 -0.057908257 -0.159085498
## [105,] 0.6582488128 0.372273781 -1.145484196
## [106,] -0.2202698651 0.127302350 0.291531215
## [107,] -2.5421970924 0.518974607 -0.295704915
## [108,] 0.1244051240 -0.389596754 0.360638088
## [109,] 0.6142373016 -0.111053540 0.160555531
## [110,] -0.1578499881 -0.166600733 -0.203837009
## [111,] 0.0925541370 0.312573146 0.970669685
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## [724,] 0.0981033165 -0.332256884 -0.268362688
## [725,] -0.7427103720 -0.758904096 -0.843987882
## [726,] 0.5819237324 -0.653343029 0.545118976
## [727,] -0.3253153617 0.070668573 -0.380393799
## [728,] -0.3816039875 -0.001909658 0.899508780
## [729,] -1.1113698241 0.840785836 0.937241223
## [730,] 0.4973816863 0.311536946 -0.518130041
## [731,] -0.5856828111 -0.187509479 0.330439015
## [732,] -0.3676351776 1.773143068 0.136956467
## [733,] 0.4152769588 0.380730288 0.685728640
## [734,] -0.1331157530 0.158042065 -0.109740013
## [735,] -1.0053741459 -1.234407149 -0.622269134
## [736,] 0.7849623075 -0.122426457 0.384229572
## [737,] -1.2255665583 0.168915467 0.383831994
## [738,] 0.1107981232 0.017559701 -0.337516255
## [739,] 0.3774717439 0.457416098 -0.853742374
## [740,] 0.4696969156 -0.755367665 -1.196014337
## [741,] 0.6696589906 0.379769780 -0.238417651
## [742,] 0.6200868256 0.007772446 -0.183916906
## [743,] -0.1274618551 0.055862914 -0.163027334
## [744,] -0.3277869665 0.814966806 -0.163086311
## [745,] 0.4201835181 1.497682576 0.565215171
## [746,] -0.3462272050 0.564553680 0.160932933
## [747,] 0.8492856207 -0.228424908 0.725463006
## [748,] 0.7102183115 -0.610265803 -0.442303602
## [749,] 0.2272668528 -0.066509145 0.141817840
## [750,] 0.0125501830 -0.470373379 0.348286932
## [751,] -0.0217252401 1.197876341 0.087481797
## [752,] 0.2487946032 -0.447960335 0.375881298
## [753,] -0.0973792939 0.012309439 0.709907890
## [754,] -0.5909358623 0.130672179 -0.867174630
## [755,] 0.2486654846 -0.135314001 1.164686607
## [756,] -0.5916915467 -0.643634903 0.223734556
## [757,] -0.2508676678 -0.034151548 1.329355935
## [758,] 0.2421313840 -1.539398295 -0.974515009
## [759,] 0.3123329597 0.206897939 -0.763842284
## [760,] 0.0145268856 -1.012507157 -0.050434007
## [761,] -0.0425110351 0.076695338 0.326885073
## [762,] 1.5081047064 0.210255898 0.926381513
## [763,] -0.1290104205 0.928422785 -0.190214022
## [764,] -0.0772713570 -1.140613537 -0.138500074
## [765,] 0.5289939485 -0.152010309 0.467227243
## [766,] -0.5379193778 0.335344678 0.289250403
## [767,] 0.1532072800 -1.179539450 -0.533995863
## [768,] -0.1499986405 -0.245075649 0.515610204
plot(diabetes_pca)
#get the original value of the data based on PCA
center <- diabetes_pca$center
scale <- diabetes_pca$scale
new_diabetes <- as.matrix(diabetes[,-1])
new_diabetes
## Pregnancies Glucose BloodPressure SkinThickness Insulin BMI
## [1,] 6 148 72 35 0 33.6
## [2,] 1 85 66 29 0 26.6
## [3,] 8 183 64 0 0 23.3
## [4,] 1 89 66 23 94 28.1
## [5,] 0 137 40 35 168 43.1
## [6,] 5 116 74 0 0 25.6
## [7,] 3 78 50 32 88 31.0
## [8,] 10 115 0 0 0 35.3
## [9,] 2 197 70 45 543 30.5
## [10,] 8 125 96 0 0 0.0
## [11,] 4 110 92 0 0 37.6
## [12,] 10 168 74 0 0 38.0
## [13,] 10 139 80 0 0 27.1
## [14,] 1 189 60 23 846 30.1
## [15,] 5 166 72 19 175 25.8
## [16,] 7 100 0 0 0 30.0
## [17,] 0 118 84 47 230 45.8
## [18,] 7 107 74 0 0 29.6
## [19,] 1 103 30 38 83 43.3
## [20,] 1 115 70 30 96 34.6
## [21,] 3 126 88 41 235 39.3
## [22,] 8 99 84 0 0 35.4
## [23,] 7 196 90 0 0 39.8
## [24,] 9 119 80 35 0 29.0
## [25,] 11 143 94 33 146 36.6
## [26,] 10 125 70 26 115 31.1
## [27,] 7 147 76 0 0 39.4
## [28,] 1 97 66 15 140 23.2
## [29,] 13 145 82 19 110 22.2
## [30,] 5 117 92 0 0 34.1
## [31,] 5 109 75 26 0 36.0
## [32,] 3 158 76 36 245 31.6
## [33,] 3 88 58 11 54 24.8
## [34,] 6 92 92 0 0 19.9
## [35,] 10 122 78 31 0 27.6
## [36,] 4 103 60 33 192 24.0
## [37,] 11 138 76 0 0 33.2
## [38,] 9 102 76 37 0 32.9
## [39,] 2 90 68 42 0 38.2
## [40,] 4 111 72 47 207 37.1
## [41,] 3 180 64 25 70 34.0
## [42,] 7 133 84 0 0 40.2
## [43,] 7 106 92 18 0 22.7
## [44,] 9 171 110 24 240 45.4
## [45,] 7 159 64 0 0 27.4
## [46,] 0 180 66 39 0 42.0
## [47,] 1 146 56 0 0 29.7
## [48,] 2 71 70 27 0 28.0
## [49,] 7 103 66 32 0 39.1
## [50,] 7 105 0 0 0 0.0
## [51,] 1 103 80 11 82 19.4
## [52,] 1 101 50 15 36 24.2
## [53,] 5 88 66 21 23 24.4
## [54,] 8 176 90 34 300 33.7
## [55,] 7 150 66 42 342 34.7
## [56,] 1 73 50 10 0 23.0
## [57,] 7 187 68 39 304 37.7
## [58,] 0 100 88 60 110 46.8
## [59,] 0 146 82 0 0 40.5
## [60,] 0 105 64 41 142 41.5
## [61,] 2 84 0 0 0 0.0
## [62,] 8 133 72 0 0 32.9
## [63,] 5 44 62 0 0 25.0
## [64,] 2 141 58 34 128 25.4
## [65,] 7 114 66 0 0 32.8
## [66,] 5 99 74 27 0 29.0
## [67,] 0 109 88 30 0 32.5
## [68,] 2 109 92 0 0 42.7
## [69,] 1 95 66 13 38 19.6
## [70,] 4 146 85 27 100 28.9
## [71,] 2 100 66 20 90 32.9
## [72,] 5 139 64 35 140 28.6
## [73,] 13 126 90 0 0 43.4
## [74,] 4 129 86 20 270 35.1
## [75,] 1 79 75 30 0 32.0
## [76,] 1 0 48 20 0 24.7
## [77,] 7 62 78 0 0 32.6
## [78,] 5 95 72 33 0 37.7
## [79,] 0 131 0 0 0 43.2
## [80,] 2 112 66 22 0 25.0
## [81,] 3 113 44 13 0 22.4
## [82,] 2 74 0 0 0 0.0
## [83,] 7 83 78 26 71 29.3
## [84,] 0 101 65 28 0 24.6
## [85,] 5 137 108 0 0 48.8
## [86,] 2 110 74 29 125 32.4
## [87,] 13 106 72 54 0 36.6
## [88,] 2 100 68 25 71 38.5
## [89,] 15 136 70 32 110 37.1
## [90,] 1 107 68 19 0 26.5
## [91,] 1 80 55 0 0 19.1
## [92,] 4 123 80 15 176 32.0
## [93,] 7 81 78 40 48 46.7
## [94,] 4 134 72 0 0 23.8
## [95,] 2 142 82 18 64 24.7
## [96,] 6 144 72 27 228 33.9
## [97,] 2 92 62 28 0 31.6
## [98,] 1 71 48 18 76 20.4
## [99,] 6 93 50 30 64 28.7
## [100,] 1 122 90 51 220 49.7
## [101,] 1 163 72 0 0 39.0
## [102,] 1 151 60 0 0 26.1
## [103,] 0 125 96 0 0 22.5
## [104,] 1 81 72 18 40 26.6
## [105,] 2 85 65 0 0 39.6
## [106,] 1 126 56 29 152 28.7
## [107,] 1 96 122 0 0 22.4
## [108,] 4 144 58 28 140 29.5
## [109,] 3 83 58 31 18 34.3
## [110,] 0 95 85 25 36 37.4
## [111,] 3 171 72 33 135 33.3
## [112,] 8 155 62 26 495 34.0
## [113,] 1 89 76 34 37 31.2
## [114,] 4 76 62 0 0 34.0
## [115,] 7 160 54 32 175 30.5
## [116,] 4 146 92 0 0 31.2
## [117,] 5 124 74 0 0 34.0
## [118,] 5 78 48 0 0 33.7
## [119,] 4 97 60 23 0 28.2
## [120,] 4 99 76 15 51 23.2
## [121,] 0 162 76 56 100 53.2
## [122,] 6 111 64 39 0 34.2
## [123,] 2 107 74 30 100 33.6
## [124,] 5 132 80 0 0 26.8
## [125,] 0 113 76 0 0 33.3
## [126,] 1 88 30 42 99 55.0
## [127,] 3 120 70 30 135 42.9
## [128,] 1 118 58 36 94 33.3
## [129,] 1 117 88 24 145 34.5
## [130,] 0 105 84 0 0 27.9
## [131,] 4 173 70 14 168 29.7
## [132,] 9 122 56 0 0 33.3
## [133,] 3 170 64 37 225 34.5
## [134,] 8 84 74 31 0 38.3
## [135,] 2 96 68 13 49 21.1
## [136,] 2 125 60 20 140 33.8
## [137,] 0 100 70 26 50 30.8
## [138,] 0 93 60 25 92 28.7
## [139,] 0 129 80 0 0 31.2
## [140,] 5 105 72 29 325 36.9
## [141,] 3 128 78 0 0 21.1
## [142,] 5 106 82 30 0 39.5
## [143,] 2 108 52 26 63 32.5
## [144,] 10 108 66 0 0 32.4
## [145,] 4 154 62 31 284 32.8
## [146,] 0 102 75 23 0 0.0
## [147,] 9 57 80 37 0 32.8
## [148,] 2 106 64 35 119 30.5
## [149,] 5 147 78 0 0 33.7
## [150,] 2 90 70 17 0 27.3
## [151,] 1 136 74 50 204 37.4
## [152,] 4 114 65 0 0 21.9
## [153,] 9 156 86 28 155 34.3
## [154,] 1 153 82 42 485 40.6
## [155,] 8 188 78 0 0 47.9
## [156,] 7 152 88 44 0 50.0
## [157,] 2 99 52 15 94 24.6
## [158,] 1 109 56 21 135 25.2
## [159,] 2 88 74 19 53 29.0
## [160,] 17 163 72 41 114 40.9
## [161,] 4 151 90 38 0 29.7
## [162,] 7 102 74 40 105 37.2
## [163,] 0 114 80 34 285 44.2
## [164,] 2 100 64 23 0 29.7
## [165,] 0 131 88 0 0 31.6
## [166,] 6 104 74 18 156 29.9
## [167,] 3 148 66 25 0 32.5
## [168,] 4 120 68 0 0 29.6
## [169,] 4 110 66 0 0 31.9
## [170,] 3 111 90 12 78 28.4
## [171,] 6 102 82 0 0 30.8
## [172,] 6 134 70 23 130 35.4
## [173,] 2 87 0 23 0 28.9
## [174,] 1 79 60 42 48 43.5
## [175,] 2 75 64 24 55 29.7
## [176,] 8 179 72 42 130 32.7
## [177,] 6 85 78 0 0 31.2
## [178,] 0 129 110 46 130 67.1
## [179,] 5 143 78 0 0 45.0
## [180,] 5 130 82 0 0 39.1
## [181,] 6 87 80 0 0 23.2
## [182,] 0 119 64 18 92 34.9
## [183,] 1 0 74 20 23 27.7
## [184,] 5 73 60 0 0 26.8
## [185,] 4 141 74 0 0 27.6
## [186,] 7 194 68 28 0 35.9
## [187,] 8 181 68 36 495 30.1
## [188,] 1 128 98 41 58 32.0
## [189,] 8 109 76 39 114 27.9
## [190,] 5 139 80 35 160 31.6
## [191,] 3 111 62 0 0 22.6
## [192,] 9 123 70 44 94 33.1
## [193,] 7 159 66 0 0 30.4
## [194,] 11 135 0 0 0 52.3
## [195,] 8 85 55 20 0 24.4
## [196,] 5 158 84 41 210 39.4
## [197,] 1 105 58 0 0 24.3
## [198,] 3 107 62 13 48 22.9
## [199,] 4 109 64 44 99 34.8
## [200,] 4 148 60 27 318 30.9
## [201,] 0 113 80 16 0 31.0
## [202,] 1 138 82 0 0 40.1
## [203,] 0 108 68 20 0 27.3
## [204,] 2 99 70 16 44 20.4
## [205,] 6 103 72 32 190 37.7
## [206,] 5 111 72 28 0 23.9
## [207,] 8 196 76 29 280 37.5
## [208,] 5 162 104 0 0 37.7
## [209,] 1 96 64 27 87 33.2
## [210,] 7 184 84 33 0 35.5
## [211,] 2 81 60 22 0 27.7
## [212,] 0 147 85 54 0 42.8
## [213,] 7 179 95 31 0 34.2
## [214,] 0 140 65 26 130 42.6
## [215,] 9 112 82 32 175 34.2
## [216,] 12 151 70 40 271 41.8
## [217,] 5 109 62 41 129 35.8
## [218,] 6 125 68 30 120 30.0
## [219,] 5 85 74 22 0 29.0
## [220,] 5 112 66 0 0 37.8
## [221,] 0 177 60 29 478 34.6
## [222,] 2 158 90 0 0 31.6
## [223,] 7 119 0 0 0 25.2
## [224,] 7 142 60 33 190 28.8
## [225,] 1 100 66 15 56 23.6
## [226,] 1 87 78 27 32 34.6
## [227,] 0 101 76 0 0 35.7
## [228,] 3 162 52 38 0 37.2
## [229,] 4 197 70 39 744 36.7
## [230,] 0 117 80 31 53 45.2
## [231,] 4 142 86 0 0 44.0
## [232,] 6 134 80 37 370 46.2
## [233,] 1 79 80 25 37 25.4
## [234,] 4 122 68 0 0 35.0
## [235,] 3 74 68 28 45 29.7
## [236,] 4 171 72 0 0 43.6
## [237,] 7 181 84 21 192 35.9
## [238,] 0 179 90 27 0 44.1
## [239,] 9 164 84 21 0 30.8
## [240,] 0 104 76 0 0 18.4
## [241,] 1 91 64 24 0 29.2
## [242,] 4 91 70 32 88 33.1
## [243,] 3 139 54 0 0 25.6
## [244,] 6 119 50 22 176 27.1
## [245,] 2 146 76 35 194 38.2
## [246,] 9 184 85 15 0 30.0
## [247,] 10 122 68 0 0 31.2
## [248,] 0 165 90 33 680 52.3
## [249,] 9 124 70 33 402 35.4
## [250,] 1 111 86 19 0 30.1
## [251,] 9 106 52 0 0 31.2
## [252,] 2 129 84 0 0 28.0
## [253,] 2 90 80 14 55 24.4
## [254,] 0 86 68 32 0 35.8
## [255,] 12 92 62 7 258 27.6
## [256,] 1 113 64 35 0 33.6
## [257,] 3 111 56 39 0 30.1
## [258,] 2 114 68 22 0 28.7
## [259,] 1 193 50 16 375 25.9
## [260,] 11 155 76 28 150 33.3
## [261,] 3 191 68 15 130 30.9
## [262,] 3 141 0 0 0 30.0
## [263,] 4 95 70 32 0 32.1
## [264,] 3 142 80 15 0 32.4
## [265,] 4 123 62 0 0 32.0
## [266,] 5 96 74 18 67 33.6
## [267,] 0 138 0 0 0 36.3
## [268,] 2 128 64 42 0 40.0
## [269,] 0 102 52 0 0 25.1
## [270,] 2 146 0 0 0 27.5
## [271,] 10 101 86 37 0 45.6
## [272,] 2 108 62 32 56 25.2
## [273,] 3 122 78 0 0 23.0
## [274,] 1 71 78 50 45 33.2
## [275,] 13 106 70 0 0 34.2
## [276,] 2 100 70 52 57 40.5
## [277,] 7 106 60 24 0 26.5
## [278,] 0 104 64 23 116 27.8
## [279,] 5 114 74 0 0 24.9
## [280,] 2 108 62 10 278 25.3
## [281,] 0 146 70 0 0 37.9
## [282,] 10 129 76 28 122 35.9
## [283,] 7 133 88 15 155 32.4
## [284,] 7 161 86 0 0 30.4
## [285,] 2 108 80 0 0 27.0
## [286,] 7 136 74 26 135 26.0
## [287,] 5 155 84 44 545 38.7
## [288,] 1 119 86 39 220 45.6
## [289,] 4 96 56 17 49 20.8
## [290,] 5 108 72 43 75 36.1
## [291,] 0 78 88 29 40 36.9
## [292,] 0 107 62 30 74 36.6
## [293,] 2 128 78 37 182 43.3
## [294,] 1 128 48 45 194 40.5
## [295,] 0 161 50 0 0 21.9
## [296,] 6 151 62 31 120 35.5
## [297,] 2 146 70 38 360 28.0
## [298,] 0 126 84 29 215 30.7
## [299,] 14 100 78 25 184 36.6
## [300,] 8 112 72 0 0 23.6
## [301,] 0 167 0 0 0 32.3
## [302,] 2 144 58 33 135 31.6
## [303,] 5 77 82 41 42 35.8
## [304,] 5 115 98 0 0 52.9
## [305,] 3 150 76 0 0 21.0
## [306,] 2 120 76 37 105 39.7
## [307,] 10 161 68 23 132 25.5
## [308,] 0 137 68 14 148 24.8
## [309,] 0 128 68 19 180 30.5
## [310,] 2 124 68 28 205 32.9
## [311,] 6 80 66 30 0 26.2
## [312,] 0 106 70 37 148 39.4
## [313,] 2 155 74 17 96 26.6
## [314,] 3 113 50 10 85 29.5
## [315,] 7 109 80 31 0 35.9
## [316,] 2 112 68 22 94 34.1
## [317,] 3 99 80 11 64 19.3
## [318,] 3 182 74 0 0 30.5
## [319,] 3 115 66 39 140 38.1
## [320,] 6 194 78 0 0 23.5
## [321,] 4 129 60 12 231 27.5
## [322,] 3 112 74 30 0 31.6
## [323,] 0 124 70 20 0 27.4
## [324,] 13 152 90 33 29 26.8
## [325,] 2 112 75 32 0 35.7
## [326,] 1 157 72 21 168 25.6
## [327,] 1 122 64 32 156 35.1
## [328,] 10 179 70 0 0 35.1
## [329,] 2 102 86 36 120 45.5
## [330,] 6 105 70 32 68 30.8
## [331,] 8 118 72 19 0 23.1
## [332,] 2 87 58 16 52 32.7
## [333,] 1 180 0 0 0 43.3
## [334,] 12 106 80 0 0 23.6
## [335,] 1 95 60 18 58 23.9
## [336,] 0 165 76 43 255 47.9
## [337,] 0 117 0 0 0 33.8
## [338,] 5 115 76 0 0 31.2
## [339,] 9 152 78 34 171 34.2
## [340,] 7 178 84 0 0 39.9
## [341,] 1 130 70 13 105 25.9
## [342,] 1 95 74 21 73 25.9
## [343,] 1 0 68 35 0 32.0
## [344,] 5 122 86 0 0 34.7
## [345,] 8 95 72 0 0 36.8
## [346,] 8 126 88 36 108 38.5
## [347,] 1 139 46 19 83 28.7
## [348,] 3 116 0 0 0 23.5
## [349,] 3 99 62 19 74 21.8
## [350,] 5 0 80 32 0 41.0
## [351,] 4 92 80 0 0 42.2
## [352,] 4 137 84 0 0 31.2
## [353,] 3 61 82 28 0 34.4
## [354,] 1 90 62 12 43 27.2
## [355,] 3 90 78 0 0 42.7
## [356,] 9 165 88 0 0 30.4
## [357,] 1 125 50 40 167 33.3
## [358,] 13 129 0 30 0 39.9
## [359,] 12 88 74 40 54 35.3
## [360,] 1 196 76 36 249 36.5
## [361,] 5 189 64 33 325 31.2
## [362,] 5 158 70 0 0 29.8
## [363,] 5 103 108 37 0 39.2
## [364,] 4 146 78 0 0 38.5
## [365,] 4 147 74 25 293 34.9
## [366,] 5 99 54 28 83 34.0
## [367,] 6 124 72 0 0 27.6
## [368,] 0 101 64 17 0 21.0
## [369,] 3 81 86 16 66 27.5
## [370,] 1 133 102 28 140 32.8
## [371,] 3 173 82 48 465 38.4
## [372,] 0 118 64 23 89 0.0
## [373,] 0 84 64 22 66 35.8
## [374,] 2 105 58 40 94 34.9
## [375,] 2 122 52 43 158 36.2
## [376,] 12 140 82 43 325 39.2
## [377,] 0 98 82 15 84 25.2
## [378,] 1 87 60 37 75 37.2
## [379,] 4 156 75 0 0 48.3
## [380,] 0 93 100 39 72 43.4
## [381,] 1 107 72 30 82 30.8
## [382,] 0 105 68 22 0 20.0
## [383,] 1 109 60 8 182 25.4
## [384,] 1 90 62 18 59 25.1
## [385,] 1 125 70 24 110 24.3
## [386,] 1 119 54 13 50 22.3
## [387,] 5 116 74 29 0 32.3
## [388,] 8 105 100 36 0 43.3
## [389,] 5 144 82 26 285 32.0
## [390,] 3 100 68 23 81 31.6
## [391,] 1 100 66 29 196 32.0
## [392,] 5 166 76 0 0 45.7
## [393,] 1 131 64 14 415 23.7
## [394,] 4 116 72 12 87 22.1
## [395,] 4 158 78 0 0 32.9
## [396,] 2 127 58 24 275 27.7
## [397,] 3 96 56 34 115 24.7
## [398,] 0 131 66 40 0 34.3
## [399,] 3 82 70 0 0 21.1
## [400,] 3 193 70 31 0 34.9
## [401,] 4 95 64 0 0 32.0
## [402,] 6 137 61 0 0 24.2
## [403,] 5 136 84 41 88 35.0
## [404,] 9 72 78 25 0 31.6
## [405,] 5 168 64 0 0 32.9
## [406,] 2 123 48 32 165 42.1
## [407,] 4 115 72 0 0 28.9
## [408,] 0 101 62 0 0 21.9
## [409,] 8 197 74 0 0 25.9
## [410,] 1 172 68 49 579 42.4
## [411,] 6 102 90 39 0 35.7
## [412,] 1 112 72 30 176 34.4
## [413,] 1 143 84 23 310 42.4
## [414,] 1 143 74 22 61 26.2
## [415,] 0 138 60 35 167 34.6
## [416,] 3 173 84 33 474 35.7
## [417,] 1 97 68 21 0 27.2
## [418,] 4 144 82 32 0 38.5
## [419,] 1 83 68 0 0 18.2
## [420,] 3 129 64 29 115 26.4
## [421,] 1 119 88 41 170 45.3
## [422,] 2 94 68 18 76 26.0
## [423,] 0 102 64 46 78 40.6
## [424,] 2 115 64 22 0 30.8
## [425,] 8 151 78 32 210 42.9
## [426,] 4 184 78 39 277 37.0
## [427,] 0 94 0 0 0 0.0
## [428,] 1 181 64 30 180 34.1
## [429,] 0 135 94 46 145 40.6
## [430,] 1 95 82 25 180 35.0
## [431,] 2 99 0 0 0 22.2
## [432,] 3 89 74 16 85 30.4
## [433,] 1 80 74 11 60 30.0
## [434,] 2 139 75 0 0 25.6
## [435,] 1 90 68 8 0 24.5
## [436,] 0 141 0 0 0 42.4
## [437,] 12 140 85 33 0 37.4
## [438,] 5 147 75 0 0 29.9
## [439,] 1 97 70 15 0 18.2
## [440,] 6 107 88 0 0 36.8
## [441,] 0 189 104 25 0 34.3
## [442,] 2 83 66 23 50 32.2
## [443,] 4 117 64 27 120 33.2
## [444,] 8 108 70 0 0 30.5
## [445,] 4 117 62 12 0 29.7
## [446,] 0 180 78 63 14 59.4
## [447,] 1 100 72 12 70 25.3
## [448,] 0 95 80 45 92 36.5
## [449,] 0 104 64 37 64 33.6
## [450,] 0 120 74 18 63 30.5
## [451,] 1 82 64 13 95 21.2
## [452,] 2 134 70 0 0 28.9
## [453,] 0 91 68 32 210 39.9
## [454,] 2 119 0 0 0 19.6
## [455,] 2 100 54 28 105 37.8
## [456,] 14 175 62 30 0 33.6
## [457,] 1 135 54 0 0 26.7
## [458,] 5 86 68 28 71 30.2
## [459,] 10 148 84 48 237 37.6
## [460,] 9 134 74 33 60 25.9
## [461,] 9 120 72 22 56 20.8
## [462,] 1 71 62 0 0 21.8
## [463,] 8 74 70 40 49 35.3
## [464,] 5 88 78 30 0 27.6
## [465,] 10 115 98 0 0 24.0
## [466,] 0 124 56 13 105 21.8
## [467,] 0 74 52 10 36 27.8
## [468,] 0 97 64 36 100 36.8
## [469,] 8 120 0 0 0 30.0
## [470,] 6 154 78 41 140 46.1
## [471,] 1 144 82 40 0 41.3
## [472,] 0 137 70 38 0 33.2
## [473,] 0 119 66 27 0 38.8
## [474,] 7 136 90 0 0 29.9
## [475,] 4 114 64 0 0 28.9
## [476,] 0 137 84 27 0 27.3
## [477,] 2 105 80 45 191 33.7
## [478,] 7 114 76 17 110 23.8
## [479,] 8 126 74 38 75 25.9
## [480,] 4 132 86 31 0 28.0
## [481,] 3 158 70 30 328 35.5
## [482,] 0 123 88 37 0 35.2
## [483,] 4 85 58 22 49 27.8
## [484,] 0 84 82 31 125 38.2
## [485,] 0 145 0 0 0 44.2
## [486,] 0 135 68 42 250 42.3
## [487,] 1 139 62 41 480 40.7
## [488,] 0 173 78 32 265 46.5
## [489,] 4 99 72 17 0 25.6
## [490,] 8 194 80 0 0 26.1
## [491,] 2 83 65 28 66 36.8
## [492,] 2 89 90 30 0 33.5
## [493,] 4 99 68 38 0 32.8
## [494,] 4 125 70 18 122 28.9
## [495,] 3 80 0 0 0 0.0
## [496,] 6 166 74 0 0 26.6
## [497,] 5 110 68 0 0 26.0
## [498,] 2 81 72 15 76 30.1
## [499,] 7 195 70 33 145 25.1
## [500,] 6 154 74 32 193 29.3
## [501,] 2 117 90 19 71 25.2
## [502,] 3 84 72 32 0 37.2
## [503,] 6 0 68 41 0 39.0
## [504,] 7 94 64 25 79 33.3
## [505,] 3 96 78 39 0 37.3
## [506,] 10 75 82 0 0 33.3
## [507,] 0 180 90 26 90 36.5
## [508,] 1 130 60 23 170 28.6
## [509,] 2 84 50 23 76 30.4
## [510,] 8 120 78 0 0 25.0
## [511,] 12 84 72 31 0 29.7
## [512,] 0 139 62 17 210 22.1
## [513,] 9 91 68 0 0 24.2
## [514,] 2 91 62 0 0 27.3
## [515,] 3 99 54 19 86 25.6
## [516,] 3 163 70 18 105 31.6
## [517,] 9 145 88 34 165 30.3
## [518,] 7 125 86 0 0 37.6
## [519,] 13 76 60 0 0 32.8
## [520,] 6 129 90 7 326 19.6
## [521,] 2 68 70 32 66 25.0
## [522,] 3 124 80 33 130 33.2
## [523,] 6 114 0 0 0 0.0
## [524,] 9 130 70 0 0 34.2
## [525,] 3 125 58 0 0 31.6
## [526,] 3 87 60 18 0 21.8
## [527,] 1 97 64 19 82 18.2
## [528,] 3 116 74 15 105 26.3
## [529,] 0 117 66 31 188 30.8
## [530,] 0 111 65 0 0 24.6
## [531,] 2 122 60 18 106 29.8
## [532,] 0 107 76 0 0 45.3
## [533,] 1 86 66 52 65 41.3
## [534,] 6 91 0 0 0 29.8
## [535,] 1 77 56 30 56 33.3
## [536,] 4 132 0 0 0 32.9
## [537,] 0 105 90 0 0 29.6
## [538,] 0 57 60 0 0 21.7
## [539,] 0 127 80 37 210 36.3
## [540,] 3 129 92 49 155 36.4
## [541,] 8 100 74 40 215 39.4
## [542,] 3 128 72 25 190 32.4
## [543,] 10 90 85 32 0 34.9
## [544,] 4 84 90 23 56 39.5
## [545,] 1 88 78 29 76 32.0
## [546,] 8 186 90 35 225 34.5
## [547,] 5 187 76 27 207 43.6
## [548,] 4 131 68 21 166 33.1
## [549,] 1 164 82 43 67 32.8
## [550,] 4 189 110 31 0 28.5
## [551,] 1 116 70 28 0 27.4
## [552,] 3 84 68 30 106 31.9
## [553,] 6 114 88 0 0 27.8
## [554,] 1 88 62 24 44 29.9
## [555,] 1 84 64 23 115 36.9
## [556,] 7 124 70 33 215 25.5
## [557,] 1 97 70 40 0 38.1
## [558,] 8 110 76 0 0 27.8
## [559,] 11 103 68 40 0 46.2
## [560,] 11 85 74 0 0 30.1
## [561,] 6 125 76 0 0 33.8
## [562,] 0 198 66 32 274 41.3
## [563,] 1 87 68 34 77 37.6
## [564,] 6 99 60 19 54 26.9
## [565,] 0 91 80 0 0 32.4
## [566,] 2 95 54 14 88 26.1
## [567,] 1 99 72 30 18 38.6
## [568,] 6 92 62 32 126 32.0
## [569,] 4 154 72 29 126 31.3
## [570,] 0 121 66 30 165 34.3
## [571,] 3 78 70 0 0 32.5
## [572,] 2 130 96 0 0 22.6
## [573,] 3 111 58 31 44 29.5
## [574,] 2 98 60 17 120 34.7
## [575,] 1 143 86 30 330 30.1
## [576,] 1 119 44 47 63 35.5
## [577,] 6 108 44 20 130 24.0
## [578,] 2 118 80 0 0 42.9
## [579,] 10 133 68 0 0 27.0
## [580,] 2 197 70 99 0 34.7
## [581,] 0 151 90 46 0 42.1
## [582,] 6 109 60 27 0 25.0
## [583,] 12 121 78 17 0 26.5
## [584,] 8 100 76 0 0 38.7
## [585,] 8 124 76 24 600 28.7
## [586,] 1 93 56 11 0 22.5
## [587,] 8 143 66 0 0 34.9
## [588,] 6 103 66 0 0 24.3
## [589,] 3 176 86 27 156 33.3
## [590,] 0 73 0 0 0 21.1
## [591,] 11 111 84 40 0 46.8
## [592,] 2 112 78 50 140 39.4
## [593,] 3 132 80 0 0 34.4
## [594,] 2 82 52 22 115 28.5
## [595,] 6 123 72 45 230 33.6
## [596,] 0 188 82 14 185 32.0
## [597,] 0 67 76 0 0 45.3
## [598,] 1 89 24 19 25 27.8
## [599,] 1 173 74 0 0 36.8
## [600,] 1 109 38 18 120 23.1
## [601,] 1 108 88 19 0 27.1
## [602,] 6 96 0 0 0 23.7
## [603,] 1 124 74 36 0 27.8
## [604,] 7 150 78 29 126 35.2
## [605,] 4 183 0 0 0 28.4
## [606,] 1 124 60 32 0 35.8
## [607,] 1 181 78 42 293 40.0
## [608,] 1 92 62 25 41 19.5
## [609,] 0 152 82 39 272 41.5
## [610,] 1 111 62 13 182 24.0
## [611,] 3 106 54 21 158 30.9
## [612,] 3 174 58 22 194 32.9
## [613,] 7 168 88 42 321 38.2
## [614,] 6 105 80 28 0 32.5
## [615,] 11 138 74 26 144 36.1
## [616,] 3 106 72 0 0 25.8
## [617,] 6 117 96 0 0 28.7
## [618,] 2 68 62 13 15 20.1
## [619,] 9 112 82 24 0 28.2
## [620,] 0 119 0 0 0 32.4
## [621,] 2 112 86 42 160 38.4
## [622,] 2 92 76 20 0 24.2
## [623,] 6 183 94 0 0 40.8
## [624,] 0 94 70 27 115 43.5
## [625,] 2 108 64 0 0 30.8
## [626,] 4 90 88 47 54 37.7
## [627,] 0 125 68 0 0 24.7
## [628,] 0 132 78 0 0 32.4
## [629,] 5 128 80 0 0 34.6
## [630,] 4 94 65 22 0 24.7
## [631,] 7 114 64 0 0 27.4
## [632,] 0 102 78 40 90 34.5
## [633,] 2 111 60 0 0 26.2
## [634,] 1 128 82 17 183 27.5
## [635,] 10 92 62 0 0 25.9
## [636,] 13 104 72 0 0 31.2
## [637,] 5 104 74 0 0 28.8
## [638,] 2 94 76 18 66 31.6
## [639,] 7 97 76 32 91 40.9
## [640,] 1 100 74 12 46 19.5
## [641,] 0 102 86 17 105 29.3
## [642,] 4 128 70 0 0 34.3
## [643,] 6 147 80 0 0 29.5
## [644,] 4 90 0 0 0 28.0
## [645,] 3 103 72 30 152 27.6
## [646,] 2 157 74 35 440 39.4
## [647,] 1 167 74 17 144 23.4
## [648,] 0 179 50 36 159 37.8
## [649,] 11 136 84 35 130 28.3
## [650,] 0 107 60 25 0 26.4
## [651,] 1 91 54 25 100 25.2
## [652,] 1 117 60 23 106 33.8
## [653,] 5 123 74 40 77 34.1
## [654,] 2 120 54 0 0 26.8
## [655,] 1 106 70 28 135 34.2
## [656,] 2 155 52 27 540 38.7
## [657,] 2 101 58 35 90 21.8
## [658,] 1 120 80 48 200 38.9
## [659,] 11 127 106 0 0 39.0
## [660,] 3 80 82 31 70 34.2
## [661,] 10 162 84 0 0 27.7
## [662,] 1 199 76 43 0 42.9
## [663,] 8 167 106 46 231 37.6
## [664,] 9 145 80 46 130 37.9
## [665,] 6 115 60 39 0 33.7
## [666,] 1 112 80 45 132 34.8
## [667,] 4 145 82 18 0 32.5
## [668,] 10 111 70 27 0 27.5
## [669,] 6 98 58 33 190 34.0
## [670,] 9 154 78 30 100 30.9
## [671,] 6 165 68 26 168 33.6
## [672,] 1 99 58 10 0 25.4
## [673,] 10 68 106 23 49 35.5
## [674,] 3 123 100 35 240 57.3
## [675,] 8 91 82 0 0 35.6
## [676,] 6 195 70 0 0 30.9
## [677,] 9 156 86 0 0 24.8
## [678,] 0 93 60 0 0 35.3
## [679,] 3 121 52 0 0 36.0
## [680,] 2 101 58 17 265 24.2
## [681,] 2 56 56 28 45 24.2
## [682,] 0 162 76 36 0 49.6
## [683,] 0 95 64 39 105 44.6
## [684,] 4 125 80 0 0 32.3
## [685,] 5 136 82 0 0 0.0
## [686,] 2 129 74 26 205 33.2
## [687,] 3 130 64 0 0 23.1
## [688,] 1 107 50 19 0 28.3
## [689,] 1 140 74 26 180 24.1
## [690,] 1 144 82 46 180 46.1
## [691,] 8 107 80 0 0 24.6
## [692,] 13 158 114 0 0 42.3
## [693,] 2 121 70 32 95 39.1
## [694,] 7 129 68 49 125 38.5
## [695,] 2 90 60 0 0 23.5
## [696,] 7 142 90 24 480 30.4
## [697,] 3 169 74 19 125 29.9
## [698,] 0 99 0 0 0 25.0
## [699,] 4 127 88 11 155 34.5
## [700,] 4 118 70 0 0 44.5
## [701,] 2 122 76 27 200 35.9
## [702,] 6 125 78 31 0 27.6
## [703,] 1 168 88 29 0 35.0
## [704,] 2 129 0 0 0 38.5
## [705,] 4 110 76 20 100 28.4
## [706,] 6 80 80 36 0 39.8
## [707,] 10 115 0 0 0 0.0
## [708,] 2 127 46 21 335 34.4
## [709,] 9 164 78 0 0 32.8
## [710,] 2 93 64 32 160 38.0
## [711,] 3 158 64 13 387 31.2
## [712,] 5 126 78 27 22 29.6
## [713,] 10 129 62 36 0 41.2
## [714,] 0 134 58 20 291 26.4
## [715,] 3 102 74 0 0 29.5
## [716,] 7 187 50 33 392 33.9
## [717,] 3 173 78 39 185 33.8
## [718,] 10 94 72 18 0 23.1
## [719,] 1 108 60 46 178 35.5
## [720,] 5 97 76 27 0 35.6
## [721,] 4 83 86 19 0 29.3
## [722,] 1 114 66 36 200 38.1
## [723,] 1 149 68 29 127 29.3
## [724,] 5 117 86 30 105 39.1
## [725,] 1 111 94 0 0 32.8
## [726,] 4 112 78 40 0 39.4
## [727,] 1 116 78 29 180 36.1
## [728,] 0 141 84 26 0 32.4
## [729,] 2 175 88 0 0 22.9
## [730,] 2 92 52 0 0 30.1
## [731,] 3 130 78 23 79 28.4
## [732,] 8 120 86 0 0 28.4
## [733,] 2 174 88 37 120 44.5
## [734,] 2 106 56 27 165 29.0
## [735,] 2 105 75 0 0 23.3
## [736,] 4 95 60 32 0 35.4
## [737,] 0 126 86 27 120 27.4
## [738,] 8 65 72 23 0 32.0
## [739,] 2 99 60 17 160 36.6
## [740,] 1 102 74 0 0 39.5
## [741,] 11 120 80 37 150 42.3
## [742,] 3 102 44 20 94 30.8
## [743,] 1 109 58 18 116 28.5
## [744,] 9 140 94 0 0 32.7
## [745,] 13 153 88 37 140 40.6
## [746,] 12 100 84 33 105 30.0
## [747,] 1 147 94 41 0 49.3
## [748,] 1 81 74 41 57 46.3
## [749,] 3 187 70 22 200 36.4
## [750,] 6 162 62 0 0 24.3
## [751,] 4 136 70 0 0 31.2
## [752,] 1 121 78 39 74 39.0
## [753,] 3 108 62 24 0 26.0
## [754,] 0 181 88 44 510 43.3
## [755,] 8 154 78 32 0 32.4
## [756,] 1 128 88 39 110 36.5
## [757,] 7 137 90 41 0 32.0
## [758,] 0 123 72 0 0 36.3
## [759,] 1 106 76 0 0 37.5
## [760,] 6 190 92 0 0 35.5
## [761,] 2 88 58 26 16 28.4
## [762,] 9 170 74 31 0 44.0
## [763,] 9 89 62 0 0 22.5
## [764,] 10 101 76 48 180 32.9
## [765,] 2 122 70 27 0 36.8
## [766,] 5 121 72 23 112 26.2
## [767,] 1 126 60 0 0 30.1
## [768,] 1 93 70 31 0 30.4
## DiabetesPedigreeFunction Age
## [1,] 0.627 50
## [2,] 0.351 31
## [3,] 0.672 32
## [4,] 0.167 21
## [5,] 2.288 33
## [6,] 0.201 30
## [7,] 0.248 26
## [8,] 0.134 29
## [9,] 0.158 53
## [10,] 0.232 54
## [11,] 0.191 30
## [12,] 0.537 34
## [13,] 1.441 57
## [14,] 0.398 59
## [15,] 0.587 51
## [16,] 0.484 32
## [17,] 0.551 31
## [18,] 0.254 31
## [19,] 0.183 33
## [20,] 0.529 32
## [21,] 0.704 27
## [22,] 0.388 50
## [23,] 0.451 41
## [24,] 0.263 29
## [25,] 0.254 51
## [26,] 0.205 41
## [27,] 0.257 43
## [28,] 0.487 22
## [29,] 0.245 57
## [30,] 0.337 38
## [31,] 0.546 60
## [32,] 0.851 28
## [33,] 0.267 22
## [34,] 0.188 28
## [35,] 0.512 45
## [36,] 0.966 33
## [37,] 0.420 35
## [38,] 0.665 46
## [39,] 0.503 27
## [40,] 1.390 56
## [41,] 0.271 26
## [42,] 0.696 37
## [43,] 0.235 48
## [44,] 0.721 54
## [45,] 0.294 40
## [46,] 1.893 25
## [47,] 0.564 29
## [48,] 0.586 22
## [49,] 0.344 31
## [50,] 0.305 24
## [51,] 0.491 22
## [52,] 0.526 26
## [53,] 0.342 30
## [54,] 0.467 58
## [55,] 0.718 42
## [56,] 0.248 21
## [57,] 0.254 41
## [58,] 0.962 31
## [59,] 1.781 44
## [60,] 0.173 22
## [61,] 0.304 21
## [62,] 0.270 39
## [63,] 0.587 36
## [64,] 0.699 24
## [65,] 0.258 42
## [66,] 0.203 32
## [67,] 0.855 38
## [68,] 0.845 54
## [69,] 0.334 25
## [70,] 0.189 27
## [71,] 0.867 28
## [72,] 0.411 26
## [73,] 0.583 42
## [74,] 0.231 23
## [75,] 0.396 22
## [76,] 0.140 22
## [77,] 0.391 41
## [78,] 0.370 27
## [79,] 0.270 26
## [80,] 0.307 24
## [81,] 0.140 22
## [82,] 0.102 22
## [83,] 0.767 36
## [84,] 0.237 22
## [85,] 0.227 37
## [86,] 0.698 27
## [87,] 0.178 45
## [88,] 0.324 26
## [89,] 0.153 43
## [90,] 0.165 24
## [91,] 0.258 21
## [92,] 0.443 34
## [93,] 0.261 42
## [94,] 0.277 60
## [95,] 0.761 21
## [96,] 0.255 40
## [97,] 0.130 24
## [98,] 0.323 22
## [99,] 0.356 23
## [100,] 0.325 31
## [101,] 1.222 33
## [102,] 0.179 22
## [103,] 0.262 21
## [104,] 0.283 24
## [105,] 0.930 27
## [106,] 0.801 21
## [107,] 0.207 27
## [108,] 0.287 37
## [109,] 0.336 25
## [110,] 0.247 24
## [111,] 0.199 24
## [112,] 0.543 46
## [113,] 0.192 23
## [114,] 0.391 25
## [115,] 0.588 39
## [116,] 0.539 61
## [117,] 0.220 38
## [118,] 0.654 25
## [119,] 0.443 22
## [120,] 0.223 21
## [121,] 0.759 25
## [122,] 0.260 24
## [123,] 0.404 23
## [124,] 0.186 69
## [125,] 0.278 23
## [126,] 0.496 26
## [127,] 0.452 30
## [128,] 0.261 23
## [129,] 0.403 40
## [130,] 0.741 62
## [131,] 0.361 33
## [132,] 1.114 33
## [133,] 0.356 30
## [134,] 0.457 39
## [135,] 0.647 26
## [136,] 0.088 31
## [137,] 0.597 21
## [138,] 0.532 22
## [139,] 0.703 29
## [140,] 0.159 28
## [141,] 0.268 55
## [142,] 0.286 38
## [143,] 0.318 22
## [144,] 0.272 42
## [145,] 0.237 23
## [146,] 0.572 21
## [147,] 0.096 41
## [148,] 1.400 34
## [149,] 0.218 65
## [150,] 0.085 22
## [151,] 0.399 24
## [152,] 0.432 37
## [153,] 1.189 42
## [154,] 0.687 23
## [155,] 0.137 43
## [156,] 0.337 36
## [157,] 0.637 21
## [158,] 0.833 23
## [159,] 0.229 22
## [160,] 0.817 47
## [161,] 0.294 36
## [162,] 0.204 45
## [163,] 0.167 27
## [164,] 0.368 21
## [165,] 0.743 32
## [166,] 0.722 41
## [167,] 0.256 22
## [168,] 0.709 34
## [169,] 0.471 29
## [170,] 0.495 29
## [171,] 0.180 36
## [172,] 0.542 29
## [173,] 0.773 25
## [174,] 0.678 23
## [175,] 0.370 33
## [176,] 0.719 36
## [177,] 0.382 42
## [178,] 0.319 26
## [179,] 0.190 47
## [180,] 0.956 37
## [181,] 0.084 32
## [182,] 0.725 23
## [183,] 0.299 21
## [184,] 0.268 27
## [185,] 0.244 40
## [186,] 0.745 41
## [187,] 0.615 60
## [188,] 1.321 33
## [189,] 0.640 31
## [190,] 0.361 25
## [191,] 0.142 21
## [192,] 0.374 40
## [193,] 0.383 36
## [194,] 0.578 40
## [195,] 0.136 42
## [196,] 0.395 29
## [197,] 0.187 21
## [198,] 0.678 23
## [199,] 0.905 26
## [200,] 0.150 29
## [201,] 0.874 21
## [202,] 0.236 28
## [203,] 0.787 32
## [204,] 0.235 27
## [205,] 0.324 55
## [206,] 0.407 27
## [207,] 0.605 57
## [208,] 0.151 52
## [209,] 0.289 21
## [210,] 0.355 41
## [211,] 0.290 25
## [212,] 0.375 24
## [213,] 0.164 60
## [214,] 0.431 24
## [215,] 0.260 36
## [216,] 0.742 38
## [217,] 0.514 25
## [218,] 0.464 32
## [219,] 1.224 32
## [220,] 0.261 41
## [221,] 1.072 21
## [222,] 0.805 66
## [223,] 0.209 37
## [224,] 0.687 61
## [225,] 0.666 26
## [226,] 0.101 22
## [227,] 0.198 26
## [228,] 0.652 24
## [229,] 2.329 31
## [230,] 0.089 24
## [231,] 0.645 22
## [232,] 0.238 46
## [233,] 0.583 22
## [234,] 0.394 29
## [235,] 0.293 23
## [236,] 0.479 26
## [237,] 0.586 51
## [238,] 0.686 23
## [239,] 0.831 32
## [240,] 0.582 27
## [241,] 0.192 21
## [242,] 0.446 22
## [243,] 0.402 22
## [244,] 1.318 33
## [245,] 0.329 29
## [246,] 1.213 49
## [247,] 0.258 41
## [248,] 0.427 23
## [249,] 0.282 34
## [250,] 0.143 23
## [251,] 0.380 42
## [252,] 0.284 27
## [253,] 0.249 24
## [254,] 0.238 25
## [255,] 0.926 44
## [256,] 0.543 21
## [257,] 0.557 30
## [258,] 0.092 25
## [259,] 0.655 24
## [260,] 1.353 51
## [261,] 0.299 34
## [262,] 0.761 27
## [263,] 0.612 24
## [264,] 0.200 63
## [265,] 0.226 35
## [266,] 0.997 43
## [267,] 0.933 25
## [268,] 1.101 24
## [269,] 0.078 21
## [270,] 0.240 28
## [271,] 1.136 38
## [272,] 0.128 21
## [273,] 0.254 40
## [274,] 0.422 21
## [275,] 0.251 52
## [276,] 0.677 25
## [277,] 0.296 29
## [278,] 0.454 23
## [279,] 0.744 57
## [280,] 0.881 22
## [281,] 0.334 28
## [282,] 0.280 39
## [283,] 0.262 37
## [284,] 0.165 47
## [285,] 0.259 52
## [286,] 0.647 51
## [287,] 0.619 34
## [288,] 0.808 29
## [289,] 0.340 26
## [290,] 0.263 33
## [291,] 0.434 21
## [292,] 0.757 25
## [293,] 1.224 31
## [294,] 0.613 24
## [295,] 0.254 65
## [296,] 0.692 28
## [297,] 0.337 29
## [298,] 0.520 24
## [299,] 0.412 46
## [300,] 0.840 58
## [301,] 0.839 30
## [302,] 0.422 25
## [303,] 0.156 35
## [304,] 0.209 28
## [305,] 0.207 37
## [306,] 0.215 29
## [307,] 0.326 47
## [308,] 0.143 21
## [309,] 1.391 25
## [310,] 0.875 30
## [311,] 0.313 41
## [312,] 0.605 22
## [313,] 0.433 27
## [314,] 0.626 25
## [315,] 1.127 43
## [316,] 0.315 26
## [317,] 0.284 30
## [318,] 0.345 29
## [319,] 0.150 28
## [320,] 0.129 59
## [321,] 0.527 31
## [322,] 0.197 25
## [323,] 0.254 36
## [324,] 0.731 43
## [325,] 0.148 21
## [326,] 0.123 24
## [327,] 0.692 30
## [328,] 0.200 37
## [329,] 0.127 23
## [330,] 0.122 37
## [331,] 1.476 46
## [332,] 0.166 25
## [333,] 0.282 41
## [334,] 0.137 44
## [335,] 0.260 22
## [336,] 0.259 26
## [337,] 0.932 44
## [338,] 0.343 44
## [339,] 0.893 33
## [340,] 0.331 41
## [341,] 0.472 22
## [342,] 0.673 36
## [343,] 0.389 22
## [344,] 0.290 33
## [345,] 0.485 57
## [346,] 0.349 49
## [347,] 0.654 22
## [348,] 0.187 23
## [349,] 0.279 26
## [350,] 0.346 37
## [351,] 0.237 29
## [352,] 0.252 30
## [353,] 0.243 46
## [354,] 0.580 24
## [355,] 0.559 21
## [356,] 0.302 49
## [357,] 0.962 28
## [358,] 0.569 44
## [359,] 0.378 48
## [360,] 0.875 29
## [361,] 0.583 29
## [362,] 0.207 63
## [363,] 0.305 65
## [364,] 0.520 67
## [365,] 0.385 30
## [366,] 0.499 30
## [367,] 0.368 29
## [368,] 0.252 21
## [369,] 0.306 22
## [370,] 0.234 45
## [371,] 2.137 25
## [372,] 1.731 21
## [373,] 0.545 21
## [374,] 0.225 25
## [375,] 0.816 28
## [376,] 0.528 58
## [377,] 0.299 22
## [378,] 0.509 22
## [379,] 0.238 32
## [380,] 1.021 35
## [381,] 0.821 24
## [382,] 0.236 22
## [383,] 0.947 21
## [384,] 1.268 25
## [385,] 0.221 25
## [386,] 0.205 24
## [387,] 0.660 35
## [388,] 0.239 45
## [389,] 0.452 58
## [390,] 0.949 28
## [391,] 0.444 42
## [392,] 0.340 27
## [393,] 0.389 21
## [394,] 0.463 37
## [395,] 0.803 31
## [396,] 1.600 25
## [397,] 0.944 39
## [398,] 0.196 22
## [399,] 0.389 25
## [400,] 0.241 25
## [401,] 0.161 31
## [402,] 0.151 55
## [403,] 0.286 35
## [404,] 0.280 38
## [405,] 0.135 41
## [406,] 0.520 26
## [407,] 0.376 46
## [408,] 0.336 25
## [409,] 1.191 39
## [410,] 0.702 28
## [411,] 0.674 28
## [412,] 0.528 25
## [413,] 1.076 22
## [414,] 0.256 21
## [415,] 0.534 21
## [416,] 0.258 22
## [417,] 1.095 22
## [418,] 0.554 37
## [419,] 0.624 27
## [420,] 0.219 28
## [421,] 0.507 26
## [422,] 0.561 21
## [423,] 0.496 21
## [424,] 0.421 21
## [425,] 0.516 36
## [426,] 0.264 31
## [427,] 0.256 25
## [428,] 0.328 38
## [429,] 0.284 26
## [430,] 0.233 43
## [431,] 0.108 23
## [432,] 0.551 38
## [433,] 0.527 22
## [434,] 0.167 29
## [435,] 1.138 36
## [436,] 0.205 29
## [437,] 0.244 41
## [438,] 0.434 28
## [439,] 0.147 21
## [440,] 0.727 31
## [441,] 0.435 41
## [442,] 0.497 22
## [443,] 0.230 24
## [444,] 0.955 33
## [445,] 0.380 30
## [446,] 2.420 25
## [447,] 0.658 28
## [448,] 0.330 26
## [449,] 0.510 22
## [450,] 0.285 26
## [451,] 0.415 23
## [452,] 0.542 23
## [453,] 0.381 25
## [454,] 0.832 72
## [455,] 0.498 24
## [456,] 0.212 38
## [457,] 0.687 62
## [458,] 0.364 24
## [459,] 1.001 51
## [460,] 0.460 81
## [461,] 0.733 48
## [462,] 0.416 26
## [463,] 0.705 39
## [464,] 0.258 37
## [465,] 1.022 34
## [466,] 0.452 21
## [467,] 0.269 22
## [468,] 0.600 25
## [469,] 0.183 38
## [470,] 0.571 27
## [471,] 0.607 28
## [472,] 0.170 22
## [473,] 0.259 22
## [474,] 0.210 50
## [475,] 0.126 24
## [476,] 0.231 59
## [477,] 0.711 29
## [478,] 0.466 31
## [479,] 0.162 39
## [480,] 0.419 63
## [481,] 0.344 35
## [482,] 0.197 29
## [483,] 0.306 28
## [484,] 0.233 23
## [485,] 0.630 31
## [486,] 0.365 24
## [487,] 0.536 21
## [488,] 1.159 58
## [489,] 0.294 28
## [490,] 0.551 67
## [491,] 0.629 24
## [492,] 0.292 42
## [493,] 0.145 33
## [494,] 1.144 45
## [495,] 0.174 22
## [496,] 0.304 66
## [497,] 0.292 30
## [498,] 0.547 25
## [499,] 0.163 55
## [500,] 0.839 39
## [501,] 0.313 21
## [502,] 0.267 28
## [503,] 0.727 41
## [504,] 0.738 41
## [505,] 0.238 40
## [506,] 0.263 38
## [507,] 0.314 35
## [508,] 0.692 21
## [509,] 0.968 21
## [510,] 0.409 64
## [511,] 0.297 46
## [512,] 0.207 21
## [513,] 0.200 58
## [514,] 0.525 22
## [515,] 0.154 24
## [516,] 0.268 28
## [517,] 0.771 53
## [518,] 0.304 51
## [519,] 0.180 41
## [520,] 0.582 60
## [521,] 0.187 25
## [522,] 0.305 26
## [523,] 0.189 26
## [524,] 0.652 45
## [525,] 0.151 24
## [526,] 0.444 21
## [527,] 0.299 21
## [528,] 0.107 24
## [529,] 0.493 22
## [530,] 0.660 31
## [531,] 0.717 22
## [532,] 0.686 24
## [533,] 0.917 29
## [534,] 0.501 31
## [535,] 1.251 24
## [536,] 0.302 23
## [537,] 0.197 46
## [538,] 0.735 67
## [539,] 0.804 23
## [540,] 0.968 32
## [541,] 0.661 43
## [542,] 0.549 27
## [543,] 0.825 56
## [544,] 0.159 25
## [545,] 0.365 29
## [546,] 0.423 37
## [547,] 1.034 53
## [548,] 0.160 28
## [549,] 0.341 50
## [550,] 0.680 37
## [551,] 0.204 21
## [552,] 0.591 25
## [553,] 0.247 66
## [554,] 0.422 23
## [555,] 0.471 28
## [556,] 0.161 37
## [557,] 0.218 30
## [558,] 0.237 58
## [559,] 0.126 42
## [560,] 0.300 35
## [561,] 0.121 54
## [562,] 0.502 28
## [563,] 0.401 24
## [564,] 0.497 32
## [565,] 0.601 27
## [566,] 0.748 22
## [567,] 0.412 21
## [568,] 0.085 46
## [569,] 0.338 37
## [570,] 0.203 33
## [571,] 0.270 39
## [572,] 0.268 21
## [573,] 0.430 22
## [574,] 0.198 22
## [575,] 0.892 23
## [576,] 0.280 25
## [577,] 0.813 35
## [578,] 0.693 21
## [579,] 0.245 36
## [580,] 0.575 62
## [581,] 0.371 21
## [582,] 0.206 27
## [583,] 0.259 62
## [584,] 0.190 42
## [585,] 0.687 52
## [586,] 0.417 22
## [587,] 0.129 41
## [588,] 0.249 29
## [589,] 1.154 52
## [590,] 0.342 25
## [591,] 0.925 45
## [592,] 0.175 24
## [593,] 0.402 44
## [594,] 1.699 25
## [595,] 0.733 34
## [596,] 0.682 22
## [597,] 0.194 46
## [598,] 0.559 21
## [599,] 0.088 38
## [600,] 0.407 26
## [601,] 0.400 24
## [602,] 0.190 28
## [603,] 0.100 30
## [604,] 0.692 54
## [605,] 0.212 36
## [606,] 0.514 21
## [607,] 1.258 22
## [608,] 0.482 25
## [609,] 0.270 27
## [610,] 0.138 23
## [611,] 0.292 24
## [612,] 0.593 36
## [613,] 0.787 40
## [614,] 0.878 26
## [615,] 0.557 50
## [616,] 0.207 27
## [617,] 0.157 30
## [618,] 0.257 23
## [619,] 1.282 50
## [620,] 0.141 24
## [621,] 0.246 28
## [622,] 1.698 28
## [623,] 1.461 45
## [624,] 0.347 21
## [625,] 0.158 21
## [626,] 0.362 29
## [627,] 0.206 21
## [628,] 0.393 21
## [629,] 0.144 45
## [630,] 0.148 21
## [631,] 0.732 34
## [632,] 0.238 24
## [633,] 0.343 23
## [634,] 0.115 22
## [635,] 0.167 31
## [636,] 0.465 38
## [637,] 0.153 48
## [638,] 0.649 23
## [639,] 0.871 32
## [640,] 0.149 28
## [641,] 0.695 27
## [642,] 0.303 24
## [643,] 0.178 50
## [644,] 0.610 31
## [645,] 0.730 27
## [646,] 0.134 30
## [647,] 0.447 33
## [648,] 0.455 22
## [649,] 0.260 42
## [650,] 0.133 23
## [651,] 0.234 23
## [652,] 0.466 27
## [653,] 0.269 28
## [654,] 0.455 27
## [655,] 0.142 22
## [656,] 0.240 25
## [657,] 0.155 22
## [658,] 1.162 41
## [659,] 0.190 51
## [660,] 1.292 27
## [661,] 0.182 54
## [662,] 1.394 22
## [663,] 0.165 43
## [664,] 0.637 40
## [665,] 0.245 40
## [666,] 0.217 24
## [667,] 0.235 70
## [668,] 0.141 40
## [669,] 0.430 43
## [670,] 0.164 45
## [671,] 0.631 49
## [672,] 0.551 21
## [673,] 0.285 47
## [674,] 0.880 22
## [675,] 0.587 68
## [676,] 0.328 31
## [677,] 0.230 53
## [678,] 0.263 25
## [679,] 0.127 25
## [680,] 0.614 23
## [681,] 0.332 22
## [682,] 0.364 26
## [683,] 0.366 22
## [684,] 0.536 27
## [685,] 0.640 69
## [686,] 0.591 25
## [687,] 0.314 22
## [688,] 0.181 29
## [689,] 0.828 23
## [690,] 0.335 46
## [691,] 0.856 34
## [692,] 0.257 44
## [693,] 0.886 23
## [694,] 0.439 43
## [695,] 0.191 25
## [696,] 0.128 43
## [697,] 0.268 31
## [698,] 0.253 22
## [699,] 0.598 28
## [700,] 0.904 26
## [701,] 0.483 26
## [702,] 0.565 49
## [703,] 0.905 52
## [704,] 0.304 41
## [705,] 0.118 27
## [706,] 0.177 28
## [707,] 0.261 30
## [708,] 0.176 22
## [709,] 0.148 45
## [710,] 0.674 23
## [711,] 0.295 24
## [712,] 0.439 40
## [713,] 0.441 38
## [714,] 0.352 21
## [715,] 0.121 32
## [716,] 0.826 34
## [717,] 0.970 31
## [718,] 0.595 56
## [719,] 0.415 24
## [720,] 0.378 52
## [721,] 0.317 34
## [722,] 0.289 21
## [723,] 0.349 42
## [724,] 0.251 42
## [725,] 0.265 45
## [726,] 0.236 38
## [727,] 0.496 25
## [728,] 0.433 22
## [729,] 0.326 22
## [730,] 0.141 22
## [731,] 0.323 34
## [732,] 0.259 22
## [733,] 0.646 24
## [734,] 0.426 22
## [735,] 0.560 53
## [736,] 0.284 28
## [737,] 0.515 21
## [738,] 0.600 42
## [739,] 0.453 21
## [740,] 0.293 42
## [741,] 0.785 48
## [742,] 0.400 26
## [743,] 0.219 22
## [744,] 0.734 45
## [745,] 1.174 39
## [746,] 0.488 46
## [747,] 0.358 27
## [748,] 1.096 32
## [749,] 0.408 36
## [750,] 0.178 50
## [751,] 1.182 22
## [752,] 0.261 28
## [753,] 0.223 25
## [754,] 0.222 26
## [755,] 0.443 45
## [756,] 1.057 37
## [757,] 0.391 39
## [758,] 0.258 52
## [759,] 0.197 26
## [760,] 0.278 66
## [761,] 0.766 22
## [762,] 0.403 43
## [763,] 0.142 33
## [764,] 0.171 63
## [765,] 0.340 27
## [766,] 0.245 30
## [767,] 0.349 47
## [768,] 0.315 23
drop(scale(new_diabetes,center=center, scale=scale)%*%diabetes_pca$rotation[,1])
## [1] -1.067806862 1.120952811 0.396218504 1.115054156 -2.357797682
## [6] 1.434816261 0.929569845 2.148406325 -3.295777171 1.838652045
## [11] 0.532206965 -0.447648966 -0.703519595 -3.784640161 -1.007494805
## [16] 2.414600089 -2.209870937 1.179817980 0.154019940 -0.333030410
## [21] -2.035423962 0.292214484 -1.125944080 -0.059816990 -1.986235966
## [26] -0.446739972 -0.115431584 1.066311830 -0.610206498 0.354706149
## [31] -0.597672485 -1.801059862 1.772412677 1.728014295 -0.379868758
## [36] -0.325085475 0.199737520 -0.669707496 -0.095994098 -2.573770162
## [41] -0.514649628 -0.395481909 0.485829044 -3.594902619 0.668395536
## [46] -2.325769110 1.038568883 1.115065590 -0.122567195 4.353716521
## [51] 1.275941525 1.550773073 1.215658193 -2.937703952 -2.505575096
## [56] 2.548801700 -2.547666030 -2.361423312 -1.272541325 -0.473681297
## [61] 4.853806684 0.522305603 2.161297211 -0.175456571 0.870625784
## [66] 0.669185517 -0.440465299 -0.609895141 1.811883391 -0.351247459
## [71] 0.074772124 -0.431565023 -0.825041632 -0.931913053 0.805006910
## [76] 3.181695438 1.206417524 0.039222595 1.819437901 1.189413754
## [81] 2.115441989 5.124894255 -0.070370032 1.367831789 -0.924730974
## [86] -0.393695970 -1.063161674 0.127602244 -1.254250558 1.364510297
## [91] 2.860849848 -0.434536840 -1.030132797 0.824778520 0.088602534
## [96] -1.203699256 1.110503746 2.174075436 0.870697294 -2.520269744
## [101] -0.605897383 1.541380328 1.384987740 1.384236521 0.750269746
## [106] -0.090423704 1.169450490 -0.285866499 0.766913824 0.240858697
## [111] -0.886119674 -2.551470358 0.609145897 1.635396963 -1.101769999
## [116] -0.349751995 0.704722972 1.635474439 1.120789767 1.309804877
## [121] -2.852482401 0.128750959 -0.051322575 0.413265878 1.238673539
## [126] -0.640693712 -0.997162300 0.140354396 -0.738010497 0.462914182
## [131] -0.589838227 0.305784727 -1.473100199 -0.229455833 1.324287971
## [136] 0.224406143 0.520940756 0.818649350 0.639795330 -0.998901308
## [141] 1.071380114 -0.419093149 0.745653455 0.841540949 -1.022081681
## [146] 2.460769206 0.363795951 -0.883619488 -0.088258646 1.606502333
## [151] -1.544333905 1.570467614 -2.297422500 -3.144103916 -1.084046909
## [156] -2.168322840 1.251713809 0.544139309 1.086425606 -2.790369002
## [161] -0.714682333 -0.888478417 -1.462782814 1.077850916 0.360297944
## [166] -0.398162383 0.271399127 0.823796489 1.130675366 0.265850050
## [171] 1.038069756 -0.698503378 2.075747585 -0.334425214 0.946324876
## [176] -1.996697468 1.032526444 -3.370928818 -0.360862134 -0.394469168
## [181] 1.841098399 0.087727432 2.326303042 2.150869054 0.847420146
## [186] -1.480735786 -3.329421351 -1.688139018 -0.643513018 -0.918940898
## [191] 2.167413320 -1.036885964 0.453893426 0.342057106 1.423364595
## [196] -2.123341101 2.257604443 1.188321102 -0.876867074 -0.850238032
## [201] 0.401873780 0.341919843 0.674175717 1.546153277 -1.220806583
## [206] 0.741203385 -3.023547327 -0.711918824 0.590341656 -1.451776157
## [211] 1.524408539 -1.476209193 -1.629170272 -0.771167443 -1.002334326
## [216] -2.818925025 -0.629450744 -0.383174371 0.145265129 0.699219839
## [221] -2.543852987 -0.708232561 2.596568115 -1.430121506 1.110032739
## [226] 0.704675275 1.263454864 -0.625286217 -5.723425277 -0.484292298
## [231] -0.352575509 -2.833505109 0.935797302 0.831133863 1.004846592
## [236] -0.357568649 -2.188788161 -1.529886734 -0.919069509 1.887785162
## [241] 1.371452616 0.144905386 1.570804282 -0.513546360 -1.364151827
## [246] -1.570524540 0.729282028 -4.348585119 -1.864211408 0.808992634
## [251] 1.145212324 1.048494921 1.294220879 0.692816927 -0.423168470
## [256] 0.258794131 0.283307307 1.074294433 -1.056676322 -2.384664410
## [261] -0.654938533 1.920947255 0.315978144 -0.278426919 1.138583995
## [266] -0.396109443 1.604239906 -1.029861681 2.487365107 2.449583605
## [271] -1.859496551 1.011133279 1.300248121 0.053085819 0.422971031
## [276] -0.987293380 0.967863061 0.672019487 0.601392509 0.142110516
## [281] 0.550939468 -0.991806619 -0.666962274 0.050145596 1.037846818
## [286] -0.854568820 -3.660757991 -2.203921638 1.628900572 -0.601353598
## [291] 0.195126195 -0.147713228 -2.246907916 -1.139278834 1.097979075
## [296] -1.052941806 -1.383734403 -0.746556107 -1.242062178 0.528107199
## [301] 1.469575172 -0.357192734 -0.155597513 -0.537036501 1.196753312
## [306] -0.756556787 -0.712447604 0.778910488 -0.782485311 -0.952378029
## [311] 0.849855650 -0.742391188 0.042293968 0.911254518 -1.087295063
## [316] 0.235533677 1.356924566 0.317965521 -0.572826301 0.054205879
## [321] -0.021358713 0.476607673 0.802506443 -1.350179874 0.313333278
## [326] 0.071976094 -0.717241570 -0.117526758 -0.909867303 0.115938101
## [331] -0.358239572 1.271641045 0.910785738 1.110533507 1.574593043
## [336] -2.420691208 1.686609351 0.737185230 -1.926239282 -0.700773250
## [341] 0.630943021 0.487164176 1.774315459 0.493016612 0.287235221
## [346] -1.643388485 0.575141426 3.137070804 1.361522930 0.748013556
## [351] 0.692279683 0.666096876 0.458281917 1.336715768 0.635237934
## [356] -0.258032259 -0.839492972 0.163249487 -0.798134144 -2.524435944
## [361] -2.029518330 0.191517276 -1.511755321 -0.593332880 -1.386884055
## [366] 0.205594593 1.101341339 1.900665135 0.967916311 -1.135235052
## [371] -4.648002656 1.186082167 0.634991105 0.055789479 -0.973654993
## [376] -3.206383712 1.044838639 0.119158281 -0.402564036 -1.696757087
## [381] -0.104980492 1.692786069 0.579857039 0.652507835 0.616459264
## [386] 1.662139216 -0.207895276 -1.318668289 -1.894252503 -0.041735798
## [391] -0.374054276 -0.432297524 -0.256785233 0.719634581 -0.044803814
## [396] -1.167091086 0.013387604 0.127002231 2.192048710 -0.697510988
## [401] 1.566070733 1.080430832 -1.152123507 0.516457397 0.431725895
## [406] -0.697460967 0.920909399 2.219024655 -0.652695777 -3.864766524
## [411] -0.735651076 -0.505179703 -2.277964828 0.490728947 -0.616420707
## [416] -2.565650274 0.666288457 -1.048032618 2.233806155 0.276655504
## [421] -1.793967819 0.982652059 -0.528446055 0.814664490 -2.209215477
## [426] -2.280163648 4.778942564 -1.258152630 -1.656092441 -0.455960443
## [431] 3.523232421 0.385272268 1.116329535 1.292400648 0.994685857
## [436] 1.744924956 -1.138254166 0.631980095 2.101536761 0.158499838
## [441] -1.394407295 0.795409378 0.090917364 0.545998192 0.971750606
## [446] -4.691359988 0.903711979 -0.478839655 0.120940759 0.559983193
## [451] 1.669547851 1.052455850 -0.513186287 2.009963471 0.108622342
## [456] -0.839812786 0.726836154 0.579449460 -3.248112347 -1.162795283
## [461] -0.010040472 2.473293829 -0.495809257 0.598449682 0.163966466
## [466] 1.271409865 2.092391029 -0.208777128 2.275406328 -2.230577806
## [471] -1.206500668 0.118272399 0.323554905 0.224499183 1.656635502
## [476] -0.173481253 -1.252914348 0.331936503 -0.270188425 -0.672983124
## [481] -1.764686172 -0.271389503 1.181916318 -0.087078580 1.211772067
## [486] -1.588512172 -2.402279588 -3.484366324 1.208140750 -0.687638546
## [491] 0.210582223 0.027143626 0.328317344 -0.732071533 4.954207224
## [496] 0.034342584 1.522924586 0.859852433 -1.356745573 -1.566035788
## [501] 0.530413552 0.374209706 0.421056806 -0.237644959 -0.262028308
## [506] 0.972782353 -1.316926456 -0.021759042 0.717888801 0.488890860
## [511] 0.161065507 0.651663185 1.310894262 1.852346259 1.382963099
## [516] -0.250013044 -2.017094436 -0.100863787 1.301260114 -0.956711194
## [521] 1.212287069 -0.552724967 4.342247728 0.070723009 1.495918118
## [526] 1.802592467 1.669165295 0.838799964 -0.204346368 1.519854189
## [531] 0.311881678 0.274496030 -1.042091201 2.577782987 0.165075090
## [536] 2.269486814 0.967599699 1.775531578 -1.422274737 -2.198867275
## [541] -1.782921503 -0.629294171 -1.003538410 0.044943260 0.286692851
## [546] -2.461415292 -3.100545366 -0.168264564 -1.453969196 -1.624167813
## [551] 0.935593106 0.193318156 0.391027250 1.017786717 0.263851366
## [556] -0.466283478 0.061993821 0.730041831 -0.946963409 1.164246427
## [561] 0.440018171 -2.262666499 0.077131183 0.788443605 1.155178949
## [566] 1.120431518 0.172411588 0.015502356 -0.788757563 -0.288130138
## [571] 1.449198303 1.236652862 0.573417417 0.724680027 -1.745147456
## [576] 0.026878093 0.518551358 0.171004348 0.929610735 -3.467786295
## [581] -1.303902774 1.079549763 -0.074371980 0.535974295 -2.686781892
## [586] 2.037540613 0.477795761 1.757475645 -2.373300076 3.757374807
## [591] -2.080395588 -1.051886778 0.298394165 0.030148883 -1.721527706
## [596] -1.117947276 0.797657754 1.964001442 0.202067531 1.436056975
## [601] 0.753902839 3.170503939 0.452734833 -1.764465692 1.755031093
## [606] 0.178242874 -3.104311999 1.465836303 -1.985304161 1.087535352
## [611] 0.553451090 -1.082977205 -3.280092061 -0.232763386 -1.554205085
## [616] 1.705339648 0.833460707 2.334839033 -0.847689262 2.725092938
## [621] -1.123627218 0.146860525 -1.951990537 -0.202039914 1.722099087
## [626] -0.775760819 1.825393322 0.959224477 0.453758515 1.550656489
## [631] 0.964938610 -0.158831788 1.838521768 0.227481489 1.756229038
## [636] 0.643287562 1.135022962 0.445048493 -1.128747306 1.705304983
## [641] 0.144202179 0.918812691 0.362433524 2.680463213 -0.189030918
## [646] -2.317159104 -0.177348791 -1.067618142 -1.086502690 1.434697841
## [651] 1.313700636 0.165130865 -0.553864402 1.646243803 0.192940193
## [656] -2.002555461 1.116538676 -2.384397046 -0.637040015 -0.647629729
## [661] -0.016280254 -2.487272281 -2.919355810 -2.174343450 -0.074536367
## [666] -0.653533539 -0.625526968 0.407386866 -0.598934000 -0.990021278
## [671] -1.574871006 1.695306323 -0.502272520 -3.166539758 -0.049326075
## [676] 0.075468416 0.202273330 1.646076203 1.407234083 0.422928592
## [681] 1.787710971 -1.411434740 -0.491258901 0.643531068 1.492335504
## [686] -0.771349598 1.710641820 1.498853648 -0.412356524 -2.407488289
## [691] 0.774523606 -1.369204861 -0.894261844 -1.665246899 2.341942451
## [696] -2.166713631 -0.454311389 3.337369722 -0.611821287 -0.067477321
## [701] -0.814586154 -0.374933435 -1.596261741 1.756862945 0.538391830
## [706] -0.025569357 4.051332060 -0.258175270 -0.004186573 -0.447583358
## [711] -0.935358746 -0.182060365 -0.909927483 0.034140870 1.491271323
## [716] -2.511118742 -2.152716849 0.439332340 -0.635427126 -0.201458724
## [721] 0.757407402 -0.623733935 -0.520850597 -1.040924271 0.559188908
## [726] -0.609491220 -0.724792982 -0.029383730 0.750793925 2.179171015
## [731] 0.004674951 0.974937640 -2.243237682 0.395662462 1.117140500
## [736] 0.513343281 -0.126238488 0.455728228 0.261047845 0.685407287
## [741] -2.278377382 0.941627064 0.990532775 -0.479590554 -2.940084100
## [746] -0.883529466 -1.732518549 -1.279256758 -1.538174530 0.810881974
## [751] 0.313915576 -0.686663174 1.214175365 -3.536839474 -0.943422396
## [756] -1.752981178 -1.001203786 0.546171231 1.061503814 -1.084444104
## [761] 0.926482778 -1.674875045 2.012865700 -1.561067382 0.100340070
## [766] 0.283290637 1.059633773 0.839344740
predict(diabetes_pca)[,1]
## [1] -1.067806862 1.120952811 0.396218504 1.115054156 -2.357797682
## [6] 1.434816261 0.929569845 2.148406325 -3.295777171 1.838652045
## [11] 0.532206965 -0.447648966 -0.703519595 -3.784640161 -1.007494805
## [16] 2.414600089 -2.209870937 1.179817980 0.154019940 -0.333030410
## [21] -2.035423962 0.292214484 -1.125944080 -0.059816990 -1.986235966
## [26] -0.446739972 -0.115431584 1.066311830 -0.610206498 0.354706149
## [31] -0.597672485 -1.801059862 1.772412677 1.728014295 -0.379868758
## [36] -0.325085475 0.199737520 -0.669707496 -0.095994098 -2.573770162
## [41] -0.514649628 -0.395481909 0.485829044 -3.594902619 0.668395536
## [46] -2.325769110 1.038568883 1.115065590 -0.122567195 4.353716521
## [51] 1.275941525 1.550773073 1.215658193 -2.937703952 -2.505575096
## [56] 2.548801700 -2.547666030 -2.361423312 -1.272541325 -0.473681297
## [61] 4.853806684 0.522305603 2.161297211 -0.175456571 0.870625784
## [66] 0.669185517 -0.440465299 -0.609895141 1.811883391 -0.351247459
## [71] 0.074772124 -0.431565023 -0.825041632 -0.931913053 0.805006910
## [76] 3.181695438 1.206417524 0.039222595 1.819437901 1.189413754
## [81] 2.115441989 5.124894255 -0.070370032 1.367831789 -0.924730974
## [86] -0.393695970 -1.063161674 0.127602244 -1.254250558 1.364510297
## [91] 2.860849848 -0.434536840 -1.030132797 0.824778520 0.088602534
## [96] -1.203699256 1.110503746 2.174075436 0.870697294 -2.520269744
## [101] -0.605897383 1.541380328 1.384987740 1.384236521 0.750269746
## [106] -0.090423704 1.169450490 -0.285866499 0.766913824 0.240858697
## [111] -0.886119674 -2.551470358 0.609145897 1.635396963 -1.101769999
## [116] -0.349751995 0.704722972 1.635474439 1.120789767 1.309804877
## [121] -2.852482401 0.128750959 -0.051322575 0.413265878 1.238673539
## [126] -0.640693712 -0.997162300 0.140354396 -0.738010497 0.462914182
## [131] -0.589838227 0.305784727 -1.473100199 -0.229455833 1.324287971
## [136] 0.224406143 0.520940756 0.818649350 0.639795330 -0.998901308
## [141] 1.071380114 -0.419093149 0.745653455 0.841540949 -1.022081681
## [146] 2.460769206 0.363795951 -0.883619488 -0.088258646 1.606502333
## [151] -1.544333905 1.570467614 -2.297422500 -3.144103916 -1.084046909
## [156] -2.168322840 1.251713809 0.544139309 1.086425606 -2.790369002
## [161] -0.714682333 -0.888478417 -1.462782814 1.077850916 0.360297944
## [166] -0.398162383 0.271399127 0.823796489 1.130675366 0.265850050
## [171] 1.038069756 -0.698503378 2.075747585 -0.334425214 0.946324876
## [176] -1.996697468 1.032526444 -3.370928818 -0.360862134 -0.394469168
## [181] 1.841098399 0.087727432 2.326303042 2.150869054 0.847420146
## [186] -1.480735786 -3.329421351 -1.688139018 -0.643513018 -0.918940898
## [191] 2.167413320 -1.036885964 0.453893426 0.342057106 1.423364595
## [196] -2.123341101 2.257604443 1.188321102 -0.876867074 -0.850238032
## [201] 0.401873780 0.341919843 0.674175717 1.546153277 -1.220806583
## [206] 0.741203385 -3.023547327 -0.711918824 0.590341656 -1.451776157
## [211] 1.524408539 -1.476209193 -1.629170272 -0.771167443 -1.002334326
## [216] -2.818925025 -0.629450744 -0.383174371 0.145265129 0.699219839
## [221] -2.543852987 -0.708232561 2.596568115 -1.430121506 1.110032739
## [226] 0.704675275 1.263454864 -0.625286217 -5.723425277 -0.484292298
## [231] -0.352575509 -2.833505109 0.935797302 0.831133863 1.004846592
## [236] -0.357568649 -2.188788161 -1.529886734 -0.919069509 1.887785162
## [241] 1.371452616 0.144905386 1.570804282 -0.513546360 -1.364151827
## [246] -1.570524540 0.729282028 -4.348585119 -1.864211408 0.808992634
## [251] 1.145212324 1.048494921 1.294220879 0.692816927 -0.423168470
## [256] 0.258794131 0.283307307 1.074294433 -1.056676322 -2.384664410
## [261] -0.654938533 1.920947255 0.315978144 -0.278426919 1.138583995
## [266] -0.396109443 1.604239906 -1.029861681 2.487365107 2.449583605
## [271] -1.859496551 1.011133279 1.300248121 0.053085819 0.422971031
## [276] -0.987293380 0.967863061 0.672019487 0.601392509 0.142110516
## [281] 0.550939468 -0.991806619 -0.666962274 0.050145596 1.037846818
## [286] -0.854568820 -3.660757991 -2.203921638 1.628900572 -0.601353598
## [291] 0.195126195 -0.147713228 -2.246907916 -1.139278834 1.097979075
## [296] -1.052941806 -1.383734403 -0.746556107 -1.242062178 0.528107199
## [301] 1.469575172 -0.357192734 -0.155597513 -0.537036501 1.196753312
## [306] -0.756556787 -0.712447604 0.778910488 -0.782485311 -0.952378029
## [311] 0.849855650 -0.742391188 0.042293968 0.911254518 -1.087295063
## [316] 0.235533677 1.356924566 0.317965521 -0.572826301 0.054205879
## [321] -0.021358713 0.476607673 0.802506443 -1.350179874 0.313333278
## [326] 0.071976094 -0.717241570 -0.117526758 -0.909867303 0.115938101
## [331] -0.358239572 1.271641045 0.910785738 1.110533507 1.574593043
## [336] -2.420691208 1.686609351 0.737185230 -1.926239282 -0.700773250
## [341] 0.630943021 0.487164176 1.774315459 0.493016612 0.287235221
## [346] -1.643388485 0.575141426 3.137070804 1.361522930 0.748013556
## [351] 0.692279683 0.666096876 0.458281917 1.336715768 0.635237934
## [356] -0.258032259 -0.839492972 0.163249487 -0.798134144 -2.524435944
## [361] -2.029518330 0.191517276 -1.511755321 -0.593332880 -1.386884055
## [366] 0.205594593 1.101341339 1.900665135 0.967916311 -1.135235052
## [371] -4.648002656 1.186082167 0.634991105 0.055789479 -0.973654993
## [376] -3.206383712 1.044838639 0.119158281 -0.402564036 -1.696757087
## [381] -0.104980492 1.692786069 0.579857039 0.652507835 0.616459264
## [386] 1.662139216 -0.207895276 -1.318668289 -1.894252503 -0.041735798
## [391] -0.374054276 -0.432297524 -0.256785233 0.719634581 -0.044803814
## [396] -1.167091086 0.013387604 0.127002231 2.192048710 -0.697510988
## [401] 1.566070733 1.080430832 -1.152123507 0.516457397 0.431725895
## [406] -0.697460967 0.920909399 2.219024655 -0.652695777 -3.864766524
## [411] -0.735651076 -0.505179703 -2.277964828 0.490728947 -0.616420707
## [416] -2.565650274 0.666288457 -1.048032618 2.233806155 0.276655504
## [421] -1.793967819 0.982652059 -0.528446055 0.814664490 -2.209215477
## [426] -2.280163648 4.778942564 -1.258152630 -1.656092441 -0.455960443
## [431] 3.523232421 0.385272268 1.116329535 1.292400648 0.994685857
## [436] 1.744924956 -1.138254166 0.631980095 2.101536761 0.158499838
## [441] -1.394407295 0.795409378 0.090917364 0.545998192 0.971750606
## [446] -4.691359988 0.903711979 -0.478839655 0.120940759 0.559983193
## [451] 1.669547851 1.052455850 -0.513186287 2.009963471 0.108622342
## [456] -0.839812786 0.726836154 0.579449460 -3.248112347 -1.162795283
## [461] -0.010040472 2.473293829 -0.495809257 0.598449682 0.163966466
## [466] 1.271409865 2.092391029 -0.208777128 2.275406328 -2.230577806
## [471] -1.206500668 0.118272399 0.323554905 0.224499183 1.656635502
## [476] -0.173481253 -1.252914348 0.331936503 -0.270188425 -0.672983124
## [481] -1.764686172 -0.271389503 1.181916318 -0.087078580 1.211772067
## [486] -1.588512172 -2.402279588 -3.484366324 1.208140750 -0.687638546
## [491] 0.210582223 0.027143626 0.328317344 -0.732071533 4.954207224
## [496] 0.034342584 1.522924586 0.859852433 -1.356745573 -1.566035788
## [501] 0.530413552 0.374209706 0.421056806 -0.237644959 -0.262028308
## [506] 0.972782353 -1.316926456 -0.021759042 0.717888801 0.488890860
## [511] 0.161065507 0.651663185 1.310894262 1.852346259 1.382963099
## [516] -0.250013044 -2.017094436 -0.100863787 1.301260114 -0.956711194
## [521] 1.212287069 -0.552724967 4.342247728 0.070723009 1.495918118
## [526] 1.802592467 1.669165295 0.838799964 -0.204346368 1.519854189
## [531] 0.311881678 0.274496030 -1.042091201 2.577782987 0.165075090
## [536] 2.269486814 0.967599699 1.775531578 -1.422274737 -2.198867275
## [541] -1.782921503 -0.629294171 -1.003538410 0.044943260 0.286692851
## [546] -2.461415292 -3.100545366 -0.168264564 -1.453969196 -1.624167813
## [551] 0.935593106 0.193318156 0.391027250 1.017786717 0.263851366
## [556] -0.466283478 0.061993821 0.730041831 -0.946963409 1.164246427
## [561] 0.440018171 -2.262666499 0.077131183 0.788443605 1.155178949
## [566] 1.120431518 0.172411588 0.015502356 -0.788757563 -0.288130138
## [571] 1.449198303 1.236652862 0.573417417 0.724680027 -1.745147456
## [576] 0.026878093 0.518551358 0.171004348 0.929610735 -3.467786295
## [581] -1.303902774 1.079549763 -0.074371980 0.535974295 -2.686781892
## [586] 2.037540613 0.477795761 1.757475645 -2.373300076 3.757374807
## [591] -2.080395588 -1.051886778 0.298394165 0.030148883 -1.721527706
## [596] -1.117947276 0.797657754 1.964001442 0.202067531 1.436056975
## [601] 0.753902839 3.170503939 0.452734833 -1.764465692 1.755031093
## [606] 0.178242874 -3.104311999 1.465836303 -1.985304161 1.087535352
## [611] 0.553451090 -1.082977205 -3.280092061 -0.232763386 -1.554205085
## [616] 1.705339648 0.833460707 2.334839033 -0.847689262 2.725092938
## [621] -1.123627218 0.146860525 -1.951990537 -0.202039914 1.722099087
## [626] -0.775760819 1.825393322 0.959224477 0.453758515 1.550656489
## [631] 0.964938610 -0.158831788 1.838521768 0.227481489 1.756229038
## [636] 0.643287562 1.135022962 0.445048493 -1.128747306 1.705304983
## [641] 0.144202179 0.918812691 0.362433524 2.680463213 -0.189030918
## [646] -2.317159104 -0.177348791 -1.067618142 -1.086502690 1.434697841
## [651] 1.313700636 0.165130865 -0.553864402 1.646243803 0.192940193
## [656] -2.002555461 1.116538676 -2.384397046 -0.637040015 -0.647629729
## [661] -0.016280254 -2.487272281 -2.919355810 -2.174343450 -0.074536367
## [666] -0.653533539 -0.625526968 0.407386866 -0.598934000 -0.990021278
## [671] -1.574871006 1.695306323 -0.502272520 -3.166539758 -0.049326075
## [676] 0.075468416 0.202273330 1.646076203 1.407234083 0.422928592
## [681] 1.787710971 -1.411434740 -0.491258901 0.643531068 1.492335504
## [686] -0.771349598 1.710641820 1.498853648 -0.412356524 -2.407488289
## [691] 0.774523606 -1.369204861 -0.894261844 -1.665246899 2.341942451
## [696] -2.166713631 -0.454311389 3.337369722 -0.611821287 -0.067477321
## [701] -0.814586154 -0.374933435 -1.596261741 1.756862945 0.538391830
## [706] -0.025569357 4.051332060 -0.258175270 -0.004186573 -0.447583358
## [711] -0.935358746 -0.182060365 -0.909927483 0.034140870 1.491271323
## [716] -2.511118742 -2.152716849 0.439332340 -0.635427126 -0.201458724
## [721] 0.757407402 -0.623733935 -0.520850597 -1.040924271 0.559188908
## [726] -0.609491220 -0.724792982 -0.029383730 0.750793925 2.179171015
## [731] 0.004674951 0.974937640 -2.243237682 0.395662462 1.117140500
## [736] 0.513343281 -0.126238488 0.455728228 0.261047845 0.685407287
## [741] -2.278377382 0.941627064 0.990532775 -0.479590554 -2.940084100
## [746] -0.883529466 -1.732518549 -1.279256758 -1.538174530 0.810881974
## [751] 0.313915576 -0.686663174 1.214175365 -3.536839474 -0.943422396
## [756] -1.752981178 -1.001203786 0.546171231 1.061503814 -1.084444104
## [761] 0.926482778 -1.674875045 2.012865700 -1.561067382 0.100340070
## [766] 0.283290637 1.059633773 0.839344740
#The aboved two gives us the same thing. predict is a good function to know.
diabetes$Outcome <- as.factor(diabetes$Outcome)
out <- sapply(1:8, function(i){plot(diabetes$Outcome,diabetes_pca$x[,i],xlab=paste("PC",i,sep=""),ylab="Outcome")})
pairs(diabetes_pca$x[,1:8], ylim = c(-6,4),xlim = c(-6,4),panel=function(x,y,...){text(x,y,diabetes$Outcome)})
# Better Ways to Visualize
library(factoextra)
## Warning: package 'factoextra' was built under R version 4.2.2
## Loading required package: ggplot2
## Warning: package 'ggplot2' was built under R version 4.2.2
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
library(FactoMineR)
## Warning: package 'FactoMineR' was built under R version 4.2.2
library(ggfortify)
## Warning: package 'ggfortify' was built under R version 4.2.2
library(psych)
## Warning: package 'psych' was built under R version 4.2.2
##
## Attaching package: 'psych'
##
## The following objects are masked from 'package:ggplot2':
##
## %+%, alpha
##
## The following object is masked from 'package:car':
##
## logit
library(corrplot)
## Warning: package 'corrplot' was built under R version 4.2.2
## corrplot 0.92 loaded
library(devtools)
## Warning: package 'devtools' was built under R version 4.2.2
## Loading required package: usethis
## Warning: package 'usethis' was built under R version 4.2.2
# Correlation
pairs.panels(diabetes[,-1],gap = 0,bg = c("red", "blue")[diabetes$Outcome],pch=21)
pairs.panels(diabetes_pca$x,gap=0,bg = c("red", "blue")[diabetes$Outcome],pch=21)
fviz_eig(diabetes_pca, addlabels = TRUE)
fviz_pca_var(diabetes_pca,col.var = "cos2", gradient.cols = c("#FFCC00", "#CC9933", "#660033", "#330033"),repel = TRUE)
fviz_pca_ind(diabetes_pca, col.ind = "cos2", gradient.cols = c("#FFCC00", "#CC9933", "#660033", "#330033"),repel = TRUE)
biplot(diabetes_pca)
autoplot(diabetes_pca,data = diabetes[,-1],loadings = TRUE,labels = diabetes$Outcome)
# Different PCA Method.
res.pca<- PCA(diabetes[,-1], graph = FALSE)
print(res.pca)
## **Results for the Principal Component Analysis (PCA)**
## The analysis was performed on 768 individuals, described by 8 variables
## *The results are available in the following objects:
##
## name description
## 1 "$eig" "eigenvalues"
## 2 "$var" "results for the variables"
## 3 "$var$coord" "coord. for the variables"
## 4 "$var$cor" "correlations variables - dimensions"
## 5 "$var$cos2" "cos2 for the variables"
## 6 "$var$contrib" "contributions of the variables"
## 7 "$ind" "results for the individuals"
## 8 "$ind$coord" "coord. for the individuals"
## 9 "$ind$cos2" "cos2 for the individuals"
## 10 "$ind$contrib" "contributions of the individuals"
## 11 "$call" "summary statistics"
## 12 "$call$centre" "mean of the variables"
## 13 "$call$ecart.type" "standard error of the variables"
## 14 "$call$row.w" "weights for the individuals"
## 15 "$call$col.w" "weights for the variables"
# Visualize and Interpret PCA using these functions
#get_eigenvalue(res.pca): Extract the eigenvalues/variances of principal components
#fviz_eig(res.pca): Visualize the eigenvalues
#get_pca_ind(res.pca), get_pca_var(res.pca): Extract the results for individuals and variables, respectively.
#fviz_pca_ind(res.pca), fviz_pca_var(res.pca): Visualize the results individuals and variables, respectively.
#fviz_pca_biplot(res.pca): Make a biplot of individuals and variables.
eig.val<- get_eigenvalue(res.pca)
eig.val
## eigenvalue variance.percent cumulative.variance.percent
## Dim.1 2.0943799 26.179749 26.17975
## Dim.2 1.7312101 21.640127 47.81988
## Dim.3 1.0296299 12.870373 60.69025
## Dim.4 0.8755290 10.944113 71.63436
## Dim.5 0.7623444 9.529305 81.16367
## Dim.6 0.6826284 8.532855 89.69652
## Dim.7 0.4198162 5.247702 94.94422
## Dim.8 0.4044620 5.055776 100.00000
fviz_eig(res.pca, addlabels = TRUE, ylim = c(0, 50))
var<- get_pca_var(res.pca)
var
## Principal Component Analysis Results for variables
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the variables"
## 2 "$cor" "Correlations between variables and dimensions"
## 3 "$cos2" "Cos2 for the variables"
## 4 "$contrib" "contributions of the variables"
var$coord
## Dim.1 Dim.2 Dim.3 Dim.4
## Pregnancies 0.1858666 0.7812764 -0.01327939 0.07550248
## Glucose 0.5688680 0.2289796 0.47480446 -0.37832919
## BloodPressure 0.5209948 0.2419568 -0.54336983 0.05238640
## SkinThickness 0.6365125 -0.4367849 -0.24116921 0.03553411
## Insulin 0.6295687 -0.3299663 0.34166084 -0.32744136
## BMI 0.6540483 -0.1328383 -0.36718649 0.05019636
## DiabetesPedigreeFunction 0.3916281 -0.1606129 0.43955987 0.78007205
## Age 0.2865842 0.8165422 0.07635420 0.06662220
## Dim.5
## Pregnancies 0.41526247
## Glucose -0.40716190
## BloodPressure -0.28634347
## SkinThickness 0.42596376
## Insulin 0.30291688
## BMI -0.22107811
## DiabetesPedigreeFunction -0.10460934
## Age 0.09542361
var$cos2
## Dim.1 Dim.2 Dim.3 Dim.4
## Pregnancies 0.03454639 0.61039286 0.0001763422 0.005700624
## Glucose 0.32361083 0.05243164 0.2254392753 0.143132980
## BloodPressure 0.27143558 0.05854311 0.2952507705 0.002744334
## SkinThickness 0.40514815 0.19078107 0.0581625900 0.001262673
## Insulin 0.39635673 0.10887778 0.1167321281 0.107217843
## BMI 0.42777914 0.01764602 0.1348259220 0.002519674
## DiabetesPedigreeFunction 0.15337260 0.02579649 0.1932128778 0.608512398
## Age 0.08213053 0.66674118 0.0058299632 0.004438517
## Dim.5
## Pregnancies 0.172442916
## Glucose 0.165780813
## BloodPressure 0.081992583
## SkinThickness 0.181445124
## Insulin 0.091758638
## BMI 0.048875532
## DiabetesPedigreeFunction 0.010943113
## Age 0.009105666
head(var$coord,8)
## Dim.1 Dim.2 Dim.3 Dim.4
## Pregnancies 0.1858666 0.7812764 -0.01327939 0.07550248
## Glucose 0.5688680 0.2289796 0.47480446 -0.37832919
## BloodPressure 0.5209948 0.2419568 -0.54336983 0.05238640
## SkinThickness 0.6365125 -0.4367849 -0.24116921 0.03553411
## Insulin 0.6295687 -0.3299663 0.34166084 -0.32744136
## BMI 0.6540483 -0.1328383 -0.36718649 0.05019636
## DiabetesPedigreeFunction 0.3916281 -0.1606129 0.43955987 0.78007205
## Age 0.2865842 0.8165422 0.07635420 0.06662220
## Dim.5
## Pregnancies 0.41526247
## Glucose -0.40716190
## BloodPressure -0.28634347
## SkinThickness 0.42596376
## Insulin 0.30291688
## BMI -0.22107811
## DiabetesPedigreeFunction -0.10460934
## Age 0.09542361
#var$coord: coordinates of variables to create a scatter plot
#var$cos2: represents the quality of representation for variables on the factor map. It’s calculated as the squared coordinates: var.cos2 = var.coord * var.coord.
#var$contrib: contains the contributions (in percentage) of the variables to the principal components.
#The contribution of a variable (var) to a given principal component is (in percentage) : (var.cos2 * 100) / (total cos2 of the component).
var
## Principal Component Analysis Results for variables
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the variables"
## 2 "$cor" "Correlations between variables and dimensions"
## 3 "$cos2" "Cos2 for the variables"
## 4 "$contrib" "contributions of the variables"
# Coordinates
head(var$coord,8)
## Dim.1 Dim.2 Dim.3 Dim.4
## Pregnancies 0.1858666 0.7812764 -0.01327939 0.07550248
## Glucose 0.5688680 0.2289796 0.47480446 -0.37832919
## BloodPressure 0.5209948 0.2419568 -0.54336983 0.05238640
## SkinThickness 0.6365125 -0.4367849 -0.24116921 0.03553411
## Insulin 0.6295687 -0.3299663 0.34166084 -0.32744136
## BMI 0.6540483 -0.1328383 -0.36718649 0.05019636
## DiabetesPedigreeFunction 0.3916281 -0.1606129 0.43955987 0.78007205
## Age 0.2865842 0.8165422 0.07635420 0.06662220
## Dim.5
## Pregnancies 0.41526247
## Glucose -0.40716190
## BloodPressure -0.28634347
## SkinThickness 0.42596376
## Insulin 0.30291688
## BMI -0.22107811
## DiabetesPedigreeFunction -0.10460934
## Age 0.09542361
# Cos2: quality on the factore map
head(var$cos2,8)
## Dim.1 Dim.2 Dim.3 Dim.4
## Pregnancies 0.03454639 0.61039286 0.0001763422 0.005700624
## Glucose 0.32361083 0.05243164 0.2254392753 0.143132980
## BloodPressure 0.27143558 0.05854311 0.2952507705 0.002744334
## SkinThickness 0.40514815 0.19078107 0.0581625900 0.001262673
## Insulin 0.39635673 0.10887778 0.1167321281 0.107217843
## BMI 0.42777914 0.01764602 0.1348259220 0.002519674
## DiabetesPedigreeFunction 0.15337260 0.02579649 0.1932128778 0.608512398
## Age 0.08213053 0.66674118 0.0058299632 0.004438517
## Dim.5
## Pregnancies 0.172442916
## Glucose 0.165780813
## BloodPressure 0.081992583
## SkinThickness 0.181445124
## Insulin 0.091758638
## BMI 0.048875532
## DiabetesPedigreeFunction 0.010943113
## Age 0.009105666
# Contributions to the principal components
head(var$contrib,8)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## Pregnancies 1.649481 35.258161 0.01712676 0.6511062 22.620081
## Glucose 15.451391 3.028612 21.89517632 16.3481704 21.746184
## BloodPressure 12.960188 3.381629 28.67542787 0.3134487 10.755321
## SkinThickness 19.344539 11.020099 5.64888333 0.1442183 23.800939
## Insulin 18.924777 6.289114 11.33729038 12.2460636 12.036376
## BMI 20.425097 1.019288 13.09460089 0.2877888 6.411214
## DiabetesPedigreeFunction 7.323055 1.490084 18.76527513 69.5022515 1.435455
## Age 3.921472 38.513013 0.56621932 0.5069526 1.194429
#The plot Below is also known as variable correlation plots. It shows the relationships between all variables. It can be interpreted as follow:
#Positively correlated variables are grouped together.
#Negatively correlated variables are positioned on opposite sides of the plot origin (opposed quadrants).
#The distance between variables and the origin measures the quality of the variables on the factor map.
#Variables that are away from the origin are well represented on the factor map.
# Correlation circle
fviz_pca_var(res.pca, col.var = "black")
# Quality of representation
corrplot(var$cos2, is.corr=FALSE)
# Total cos2 of variables on Dim.1 and Dim.2
#A high cos2 indicates a good representation of the variable on the principal component.
#In this case the variable is positioned close to the circumference of the correlation circle.
#A low cos2 indicates that the variable is not perfectly represented by the PCs.
#In this case the variable is close to the center of the circle.
fviz_cos2(res.pca, choice = "var", axes = 1:2)
fviz_pca_var(res.pca, col.var = "cos2",gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"), repel = TRUE) # Avoid text overlapping
# Change the transparency by cos2 values
fviz_pca_var(res.pca, alpha.var = "cos2")
corrplot(var$contrib, is.corr=FALSE)
# Contributions of variables to PC1
fviz_contrib(res.pca, choice = "var", axes = 1, top = 10)
# Contributions of variables to PC2
fviz_contrib(res.pca, choice = "var", axes = 2, top = 10)
fviz_pca_var(res.pca, col.var = "contrib", gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"))
fviz_pca_var(res.pca, alpha.var = "contrib")
fviz_pca_ind(res.pca,geom.ind = "point",col.ind = diabetes$Outcome, palette = c("#00AFBB", "#E7B800", "#FC4E07"),addEllipses = TRUE, legend.title = "Groups")
# Description of PC
res.desc <- dimdesc(res.pca, axes = c(1,2,3,4,5), proba = 0.06)
# Description of dimension 1
res.desc$Dim.1
##
## Link between the variable and the continuous variables (R-square)
## =================================================================================
## correlation p.value
## BMI 0.6540483 6.168950e-95
## SkinThickness 0.6365125 1.793190e-88
## Insulin 0.6295687 4.996464e-86
## Glucose 0.5688680 4.664600e-67
## BloodPressure 0.5209948 1.165666e-54
## DiabetesPedigreeFunction 0.3916281 1.478774e-29
## Age 0.2865842 5.513417e-16
## Pregnancies 0.1858666 2.128321e-07
res.desc$Dim.2
##
## Link between the variable and the continuous variables (R-square)
## =================================================================================
## correlation p.value
## Age 0.8165422 5.926441e-185
## Pregnancies 0.7812764 5.978970e-159
## BloodPressure 0.2419568 1.078580e-11
## Glucose 0.2289796 1.355341e-10
## BMI -0.1328383 2.227605e-04
## DiabetesPedigreeFunction -0.1606129 7.718276e-06
## Insulin -0.3299663 5.790002e-21
## SkinThickness -0.4367849 4.039621e-37
res.desc$Dim.3
##
## Link between the variable and the continuous variables (R-square)
## =================================================================================
## correlation p.value
## Glucose 0.4748045 1.947570e-44
## DiabetesPedigreeFunction 0.4395599 1.267700e-37
## Insulin 0.3416608 1.885004e-22
## Age 0.0763542 3.437611e-02
## SkinThickness -0.2411692 1.263067e-11
## BMI -0.3671865 6.336963e-26
## BloodPressure -0.5433698 3.315160e-60
res.desc$Dim.4
##
## Link between the variable and the continuous variables (R-square)
## =================================================================================
## correlation p.value
## DiabetesPedigreeFunction 0.78007205 3.786041e-158
## Pregnancies 0.07550248 3.644169e-02
## Insulin -0.32744136 1.189843e-20
## Glucose -0.37832919 1.528745e-27
res.desc$Dim.5
##
## Link between the variable and the continuous variables (R-square)
## =================================================================================
## correlation p.value
## SkinThickness 0.42596376 3.350455e-35
## Pregnancies 0.41526247 2.266248e-33
## Insulin 0.30291688 9.204946e-18
## Age 0.09542361 8.140410e-03
## DiabetesPedigreeFunction -0.10460934 3.704771e-03
## BMI -0.22107811 5.883850e-10
## BloodPressure -0.28634347 5.844820e-16
## Glucose -0.40716190 4.982221e-32
# Graph of Indiviuals
ind <- get_pca_ind(res.pca)
ind
## Principal Component Analysis Results for individuals
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the individuals"
## 2 "$cos2" "Cos2 for the individuals"
## 3 "$contrib" "contributions of the individuals"
## Principal Component Analysis Results for individuals
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the individuals"
## 2 "$cos2" "Cos2 for the individuals"
## 3 "$contrib" "contributions of the individuals"
#To get access to the different components, use this:
# Coordinates of individuals
head(ind$coord,8)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## 1 1.0685027 1.2348950 0.09592984 0.49699020 0.1099849
## 2 -1.1216833 -0.7338517 -0.71293816 0.28505622 0.3895072
## 3 -0.3964767 1.5958759 1.76067844 -0.07039464 -0.9064739
## 4 -1.1157808 -1.2712410 -0.66372923 -0.57912299 0.3560598
## 5 2.3593342 -2.1848192 2.96310657 4.03309896 -0.5926843
## 6 -1.4357513 0.8355771 -0.22033215 -0.44784462 -0.4439724
## 7 -0.9301756 -1.1079397 -0.53657831 -0.14465996 1.2516915
## 8 -2.1498064 0.8559019 1.25464158 -0.63826858 1.2346660
# Quality of individuals
head(ind$cos2,8)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## 1 0.2403887 0.32108710 0.001937627 0.0520065998 0.002547000
## 2 0.3698729 0.15831736 0.149422395 0.0238876284 0.044600829
## 3 0.0172676 0.27976603 0.340531132 0.0005443471 0.090262485
## 4 0.3150366 0.40893952 0.111476978 0.0848681838 0.032081092
## 5 0.1492202 0.12796159 0.235365697 0.4360400491 0.009416628
## 6 0.5499530 0.18626884 0.012951584 0.0535083850 0.052587092
## 7 0.2052458 0.29119010 0.068298416 0.0049641065 0.371654146
## 8 0.2354910 0.03732704 0.080207494 0.0207578574 0.077673809
# Contributions of individuals
head(ind$contrib,8)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## 1 0.070979769 0.11469620 0.001163765 0.0367336326 0.002066112
## 2 0.078221083 0.04050471 0.064277853 0.0120845165 0.025913050
## 3 0.009772792 0.19155224 0.392028591 0.0007369659 0.140345385
## 4 0.077400023 0.12154715 0.055710818 0.0498780917 0.021653765
## 5 0.346068634 0.35902112 1.110330300 2.4190563190 0.059997667
## 6 0.128156827 0.05251242 0.006139223 0.0298279178 0.033666626
## 7 0.053791446 0.09232540 0.036410268 0.0031121815 0.267597564
## 8 0.287330686 0.05509814 0.199065958 0.0605864006 0.260367385
fviz_pca_ind(res.pca)
fviz_pca_ind(res.pca, col.ind = "cos2", gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),repel = TRUE)# Avoid text overlapping (slow if many points)
fviz_pca_ind(res.pca, pointsize = "cos2", pointshape = 21, fill = "#E7B800",repel = TRUE) # Avoid text overlapping (slow if many points)
fviz_pca_ind(res.pca, col.ind = "cos2", pointsize = "cos2",gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),repel = TRUE) # Avoid text overlapping (slow if many points)
fviz_cos2(res.pca, choice = "ind")
# Total contribution on PC1 and PC2
fviz_contrib(res.pca, choice = "ind", axes = 1:2)
# Create a random continuous variable of length 23,
# Same length as the number of active individuals in the PCA
set.seed(123)
my.cont.var <- rnorm(768)
# Color individuals by the continuous variable
fviz_pca_ind(res.pca, col.ind = my.cont.var,gradient.cols = c("blue", "yellow", "red"),legend.title = "Cont.Var")
fviz_pca_ind(res.pca,geom.ind = "point",col.ind = diabetes$Outcome,palette = c("#00AFBB", "#E7B800", "#FC4E07"),addEllipses = TRUE, legend.title = "Groups")
fviz_pca_ind(res.pca, geom.ind = "point", col.ind = diabetes$Outcome, palette = c("#00AFBB", "#E7B800", "#FC4E07"),addEllipses = TRUE, ellipse.type = "confidence",legend.title = "Groups")
fviz_pca_ind(res.pca,label = "none", habillage = diabetes$Outcome, addEllipses = TRUE, palette = "jco")
fviz_pca_var(res.pca, geom.var = c("point", "text"))
# Show individuals text labels only
fviz_pca_ind(res.pca, geom.ind = "text")
# Change the size of arrows an labels
fviz_pca_var(res.pca, arrowsize = 1, labelsize = 5, repel = TRUE)
# Change points size, shape and fill color
# Change labelsize
fviz_pca_ind(res.pca, pointsize = 3, pointshape = 21, fill = "lightblue",labelsize = 5, repel = TRUE)
fviz_pca_ind(res.pca,geom.ind = "point",group.ind = diabetes$Outcome, legend.title = "Groups",mean.point = FALSE)
fviz_pca_ind(res.pca,geom.ind = "point", group.ind = diabetes$Outcome, legend.title = "Groups",mean.point = TRUE)
fviz_pca_var(res.pca, axes.linetype = "blank")
ind.p <- fviz_pca_ind(res.pca, geom = "point", col.ind = diabetes$Outcome)
ggpubr::ggpar(ind.p,title = "Principal Component Analysis",subtitle = "Iris data set",caption = "Source: factoextra",xlab = "PC1", ylab = "PC2",legend.title = "Outcome", legend.position = "top",ggtheme = theme_gray(), palette = "jco")
fviz_pca_biplot(res.pca, repel = TRUE,col.ind = diabetes$Outcome,col.var = "#2E9FDF",)
fviz_pca_biplot(res.pca, col.ind = diabetes$Outcome, palette = "jco", addEllipses = TRUE, label = "var",col.var = "black", repel = TRUE,legend.title = "Outcome")
fviz_pca_biplot(res.pca, geom.ind = "point",pointshape = 21,pointsize = 2.5,fill.ind = diabetes$Outcome,col.ind = "black",legend.title = list(fill = "Outcome", color = "Clusters"),repel = TRUE)+ggpubr::fill_palette("jco")+ggpubr::color_palette("npg")
fviz_pca_biplot(res.pca, geom.ind = "point",fill.ind = diabetes$Outcome, col.ind = "black",pointshape = 21, pointsize = 2,palette = "jco",addEllipses = TRUE,alpha.var ="contrib", col.var = "contrib",gradient.cols = "RdYlBu",legend.title = list(fill = "Outcome", color = "Contrib",alpha = "Contrib"))
## http://www.sthda.com/english/articles/31-principal-component-methods-in-r-practical-guide/112-pca-principal-component-analysis-essentials/